{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6d0c30da-5f68-4356-a6de-c0ecfe10954d",
   "metadata": {},
   "source": [
    "Chapter 13\n",
    "# 节点标签\n",
    "Book_6《数据有道》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "83882ea5-4576-4d46-922f-695a117faff1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import networkx as nx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4a1dbd69-bdfc-42d1-ba0b-b673d4af6811",
   "metadata": {},
   "outputs": [],
   "source": [
    "G = nx.cubical_graph()\n",
    "pos = nx.spring_layout(G, seed=3113794652)  # positions for all nodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7bb82b37-e7a6-41f6-ad03-dd4074488ed1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# nodes\n",
    "options = {\"edgecolors\": \"tab:gray\", \"node_size\": 800, \"alpha\": 0.9}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b944e60b-b341-4ab2-81be-164568d432dc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Q91u/hcLf/1+Q+3f/DowN9Yhe/BCL/+Q3IaztU5kaG4Mcj+muDdJSqXQBuUbheUxWVKDj6FHawJzsaYIg4OihDlTzAfBr8T4agISkMpl3qgb8i7/wIppM/61bjQJ+8VAJ/vaJ6vWirtcXwj/5qRcfDS4hsXa3r7nYgd94rg6FDvbOXVJSoG76ObymoppfxtHDnfT+IQRU2JEDqLOzE5LVipmCgvVjN0OIN1diGgBJkhH4D/8Ri//8XyBx/QbUWAxqPA5pehqRc+fh/3v/EwK/93vgnQ7wlnR3nzQ0DFXVIMuyfnGXTK7vJztdUADZakVHR8cD+o0J2T2dnZ2wiSqKtPSuKnrFFpDugL02tYK/9Mff4CfXfJheiSMhKZAUFXPBBH581Ye/86NurMYlzIeS+I0/78XwQmS9gaJ/jr2jDtwsIm/9u1tbhk3U6P1DyBpO04snJ2Sf+8mPf4ylr77Cd769Cl7ToCYSgE64qSzLUFQVhttCVG/HmUzp/WN1AltVVYUkyxB4HoIoso9lOQ6a2YxPHn8MBU8+iTe/+91d+u0IebB+/Od/ji8GZvGJ0gJJZU8hqqZBkiQIPA9RJ16I4zhYDAJSax20zOtvvncEAaLOXTieT7+e0zQ8qXnxVHM5vvfdN3fnlyMky9EdO3IgHTtxApGCAgyXlaX3gNUp6hRVhaKqEEVRv6gzGMCJIjizGeDZtxK/dlJTVBWKohPZoGkYKilGJC8Px44f36XfjJAH78Tx48gVkqhS55gxTdMgS1J65wi9zEgOMBt4cBxgEnndTlie5yEKAhRFgaJ70aQhISuoVOdQaJRw4vixXfm9CNkPqLAjB1JJSQkePXYM/fV1CBrZtTyqln6MKvA8BJ2iDYIAbu11HMelizud4i99x2LtBLWpeAzZ7RhsbESb1YrCta3KCMkGQc4GY3EDWoU52BFfP64BkGQZ4DiIokH3tWZR2HChZDIIujuWCIIAgechy7Luo16rEkMj58OJJx9HSUnJ/f9ShOwTVNiRA+sJjwdOoxHXOjsg31a8aUg/guU4Lh1tshnHgdtUiN25uBMgbLr7IPM8rna0w2k245BoQPDMWSg6XbqE7DW+1Tg+8PphKmuByebAEX4SPNb+riUJ0DQY9JYeADDq3KHjkL6Dp/eCm3fLZUna0JzBQ8URfhJGqwP5dW27+NsRkv2osCMHkiZJiH3wAZ62OxDNz8eVw4egctx6UQdNg8Ggty4O4Mxm/X1TeX7r4k5IF3eyLEPSNFw5fAix/Hw87XBC4DiokQiCZ85CjbH5YITsFauxFM52+SCrGjhegL3+URQaJTzKj0GRU1A1DaLBoPv+EAUeBkH/lMNzHMyifkeraDAAHAdprRGJg4pH+TEUGCXY6h7BRwPLmA/efZszQg4KKuzIgaNpGsKffAJ5aRkFoojnXTlYLinBV0cOI6VpUFUV4m1BqrfjjKb1rcT0cDyfvpu36aUc0sWdJor4+vAhLBYX43lXDgpuuyOorK4iePbcliHGhDxMCUnBmRs+xFO3lhQItlw4Gp9ECR/C48I4zCKvux5V4DmYxDufbgSeg1HnazgABlEENA2anMJj/BjKxSgcTU9CsOVCVjWc7ZpFOCHd9+9IyH5AhR05cBK9XiQHbm33VWow4MWcXCwXF+PSE48j5nKB53TeGqIITu/R7CacIIAzsmvmwnY7vjx+DEvFxSiZmoY9EWe+Rl5cROj82xty7gh52BRVw7kuHwJR9qJjOaFiPOVAuSGOE+LIhjV3QLqD1WTYXr6cQeAh6tzV4zgOuaKEp4VhFPNhOFqOQXQWrY9HkwrOdvkg3WF3CkIOCirsyIEi+f2IfP4ZczxPVVA2NY2ky4XPn3kaQzXVUG+/88Dz4HfQ4MCJ4vo6PJXjMFhTg0+OHwNXVITX8vPhFnj0dHcjGouyc5ydRejCe9B0ugEJyTRN03Cx34+ZFfZCZHV1FYODQ3AWVyO341m47SKeEwZQj3lw0MCtPWLVW2+3FZPIg79tHR4HDfWYw/PGIeRbOIwmnViOs80UC6Ek3vf6maBkQg4ayrEjB4Yaj2PlrbeghiMbj2sqbly/gVQqiUNHjqJXltETjcCxsoK68QmU+/0QTSbddUN3ovA8pnNzMVJRjnBuLtptdhy2WCBwHCRZQteNG5AkGYcPH4bZbGZeb25phv3553f8cwnZTVfGA7g8ssQcj8ViuH79Oux2Ozo62sFxPDRVQXK2HzHfEAKyCVO8G4t8AVS9O+B3oAFIpiSUaMuo5xeRJyZhLW2EqawZg0MjWFhYwKFDh+B0OpnXPlGbjyfr8u/11yUk61FhRw4ETVUROncOqalpZmx4eBhzcz4cOnwYTkf6RLEoy7gei2E2mYBBklE1O4OS5QBc0SgMOpl3N0mCgKDNhrn8PExWVEC2WlGRk4OOlITCTY9xk6kkbly/Do7jcOjwYRgNbOyK5dAh2I4fo+KOPBSD82G808Nm1UmShGvXroHneRw+fJjJq1OiAeRFJjA3M4WozGFCzccSl4MwZ4PCbf1YVtAUOLQoCrRVVPHLMGgyDLnFsJS1QLCn94FVVRVdXV2Ix+M4evQITCb2oujVjhI0uh3McUIOAirsyIEQ/foKYleuMMf9fj/6+/vR2NiI0tJSZjzV1IQRkxHdV68iEY1Ck2XY43E4AyswyjJ4TYXK8UiJIkJ5uYhYLOBEEWabDR1Hj6KjowM5OTkIv/8BkkNDzPePJ+K4fu06TCYjOg8dgiiwa/hsTz4B6yOP7M7/EIRsk281jp9enYG8aWeJ2wurI0cOw2y2MK99urEQR6tysbKygu7ubly93oVoPA5Z0RDlzAgoZkgQoYIDDw0GyMgTErBpCYgCB5vFgqOHO5FbXo+PxqPYfJZKpVK4du0aDAYDDh06xOwRaxA4fPeRCridbNFHyH5HhR3Z91ITEwiefxubzw7RaBTXrl1FYWEhmpqbmS5YQ2kJXL/wC+DWMugCgQD8fj/8fj8W5+eRSiSgyDIEUYTRbEZhcTHcbjfcbjfy8vI2nGw0RUHonXeQmphk5heJRnDj+o21R1od4HW6bu3PPgtLO+V1kcwIxiT86JupDR2waRr6+wewuLi45aPQzgoXvtNUtOEu8+b3z/zCIhKJJGRFgSgIMJtNKC4q1H3/XJ0M4LMh9lFwJBLB9evXkZeXB4+nFZtb0e0mET94vBJ2090bngjZT6iwI/uaEgph5a23oCWSG47LioxrV6+mHyUdOQKB33jFz1utyPn+9yHYbbs2F02SEDxzBtLcPDMWDAbR3d2F3NxceDxt7KNXjoPz5EswNTTs2nwI0ZOQFLz1zbRuB+zExDgmJibh8bSisLCIGa8usOKNzrINzQ/3S9M0vN/nR5+PDfBeWlpCb28vqqurUF1dw4wXu8x482j5lvl5hOxH9NdO9i1NlhF69wJT1GnQMDgwgFQqhVaPhynqwHNwnDy5q0UdkN5b1vnaaxAL2IXdLpcLrR4PlpcDGBwchLZ5Z1lNQ+iDD5CamtrVORFyO0XVcL57Treo8/vnMTExidraGt2irsBhwivtJbta1AHpqJPnm4tQlsM+8i0oKEBtbQ0mJiaxsLDAjM8HE7jYR52y5GChwo7sW5HPPoes82E/Mz2DxcUlNDe3wGqxMuO2J5+CsbzsgcyJN5vhfP00BBf7CCs/Lx8tLc3w++cxNjrKFneKitA770CaZ+/4EXK/NE3Dh/1+TAfY3U+CwXSsSUlJCSorK5lxm0nAG4dKYdpi94j7JQo8XussgcPMPlatrKyE2+3GwMAAwuEwMz4wH8aV8cADmRchexEVdmRfSvT1IeH1MsdXg6sYGxtDZWUlCgoKmHFTXS0shw890LkJdhtcp0+Dt7JFZVGRG/X1DZiensG0zt05TZIRPHcO8vLyA50jOXi+mViBV+dxZzweQ2+vFy6XC42NDdi8ls0gcHjjUBmcZsMDnZ/VKOKNQ2U6u1NwaGpqhN1uR29vL1KpJPPaL0aXMbLAFn2E7EdU2JF9R15cROTTT5njyVQSfd4+uFwu1NSw63GEnJyM5cYJOTlwvXF6PcT4dmVlZaiursbY2Dh8Ph8zriWSCJ45CyXEnoQJuRdD/rBuVp0kSeju7oHBYIDH0wpuUx4dxwGn2koy1n1a6DDhpKeY2Y6Z5wW0tXkAAL29XqgqG0l0oXceC2HaU5bsf1TYkX1FTSQQevddaPLGD3ZVU9Hn7QPHAa2trUzxxhlEOF95eUe7S9wvsaAArtdeBWdgHy9VVVehvLwMw8NDWFxkHyer0SiCf3EGapTduYKQnfCtxvFeL/t4X1VV9Pb2QlEUdHS0QxTZO3InGgpRX2TPxDTX1RfZ8VQde7fdaDShvb0N0WgUAwODwKalDJKi4ewNH6JJ2q6P7G9U2JF9Q9M0hC9+CCXI3skaHxtDKBRCa6sHRiMbBGz/zncg5mc+rd5QWgrnqVPApgXnHDjU1dejqMiN/v5+BFbYNUJKMIjguXNQk+yjJ0K2IxiTcK7Lx2TVARoGBwcRDofR1ubRzarrKHfhSGVORua52aPVuWgpYQOI7XYHmpubsLCwgMlJdilDOCGnf1/aU5bsY1TYkX0jfvUqUuPjzPHFxUVMT8+grq4OLpeLGbd0tMPc1JSJKeoyVlfD8cKL2Px8iQOHpuYm5ObmwdvrRUjn0au8uITQ+behSVKmpkv2iYSk4C9uzCLGZNUBExOT8Pv9aGlphtPJvmeqC6xMVl0mcRyHF1rcKHGxj4ALC4tQXV2N8fFxLC4uMuNzwQQu9i9QpyzZt6iwI/tCanoa0a++Zo7HYjEMDAygqKgIZTqdrmKxG7ZjxzIxxTsyNzXC/vQJ5jjP8Wj1tMJut6OnpxtRnUevks+H0HvvQ7vDVmeE3O7OsSZ+TExMbB1rYjc+kFiTnRIFHq93lup2ylZXV6GoqAgDAwOIRNimif65EK5OrmRimoRkHBV2JOspkQjC773H7CyhKAq83l6YzSY0NTUxO0vwFjOcp06BE/dGMr2lowPWxx5jjgu8gPb2dphMJnR3dyGRYBeAp8bHEf7oI7oLQe7q7rEmgyguLt461uRw2QOLNdkpm0nE6c5SGITNRSaH5uYmWK1W9PT0IpViC9hLI0sYXYxkZqKEZBAVdiSraYqC0LvvQo1vLHY0aBgaGkQikUyHEG/aSxLcWgixY29tFG597FFYOjuY46IooqOjEzwvoKurS/dElRwYRPTSJSruyB19O3n3WJOmpkY8rFiTnSpymnHSU8wcT3fKprfh6+3thapuXFenaelO2cUwrVEl+wsVdiSrRS9dgjzvZ477Zmfh9y+gubkJNiu7g4Tt8cdgrKjIxBR3hOM42E6cgKmpkRkzGo3o6OyAqiro7u6GLLPdffEbXYh/+20mpkqy0JA/jEvD9xprUpyxWJOdanA78GQd2/xkMpnQ1uZBJBLB4CDbKZuSVZzt8iGWok5Zsn9QYUeyVmJwCPHuHuZ4MBTEyMgoysvLddcIGaurYXnkkUxM8Z5wHAfH88/DWF3NjFnMFrR3dCCRSKC3tweKTl5X9KuvEe/pzcBMSTaZC24da+L1eiHL8h1iTQpQX7S37m5v9nhNHpqK2Tk6HE40NzfB7/djamqaGQ/FJZzvmoPCdAYTkp2osCNZSV5eRuTjj5jjKSmFPm8fnE4nautqmXHB5YTjxRceWjffdnGCAOepkzCUljBjdpsd7R3tCIfD6O/rg6qx0Q2RTz9FYmgoE1MlWSAYk3D2xtaxJqFQCO3tbXeINcnNzETvA8dxeLHVrXtXsajIjaqqKoyPj2N5mb1jObsax4f9tKcs2R+osCNZR02lEHrnXWjSxscnmqahv68PmqaitbUV/ObHSaIAx6lT4M1783HSZpzBAOdrr0EsYB8xuZwueDxtWF4OYGhwkN1XVtMQvngRqcnJDM2W7FUJScGZrjvHmjQ368eaVOVb8exDjDXZKYPA4/XOEthNbENUTU01CgoK0NfXj2iUbZrw+kK4NrWagVkS8mBRYUeyiqZpiHz4IZTVVWZsYmIcq6uraG31wKSzg4T9mWdgKGIfze5lvMkE1+nTEHTy9/Ly8tDS0gK/34/RkVG2uFNUhN59F9LcXIZmS/YaRdXwdvccliNbx5rU1NSgSOd9cTPWRHjIsSY75TAb8HpnKURm3hyam5thsVjQ09MLSWL/N/l8eBHjS7SbC8luVNiRrBK/fgPJkVHm+NLyEiYnp1BbW4ucnBxm3Oxphbm1NQMz3H28zQbXG6fB29gmkKKiIjQ0NGBmZgZTOkn7miQjeP485OXlTEyV7CGapuGjgQVM3SXWpKpKP9bk9KEymA17I9Zkp4pdZryk0ykrCALa29vWtkvz6nbKvtMzh+UIdcqS7EWFHcka0uwsol9+wRyPx+MY6B9AQUEBynU6XcXCQtiffjoTU3xgBJcLrtOvg9O5E1laWoaamnTSvs/nY8a1RBLBM2ehBIOZmCrZI76dXEHvLPvf/GasidPp3DLW5HRnGVyWvRVrslNNxQ48XpvHHDeZzGhr8yAcDmN4eBh6nbJnbvgQ13l0TUg2oMKOZAUlEkXownvApsXfipoOITYYDGhubmZCiDmzCc6X904I8f0QCwrgev01cAb2d6msqkJ5eTmGh4ewsLDAjKvRKIJnzkLV2bmC7D/Dd4g16elJv1/a2jxbxpoU62zVlY2erM1Hg9vOHHc601l9c3NzmJ6eYcaDcQnnu33UKUuyEhV2ZM/TFAXh9y5AjW18pKRBw/DQMOLxODxtHog6xZvzxRd116dlK0NJCZwvvwzw7L6ydfV1KCpyY2CgH4FAgHmtEgwieO4c1CQ9ZtrP5oJxXLhDrIkkSWhv1481OV6/92NNdoLjOLzUWowiJ3un2+1O764xNjaGQIBdqjCzEsfHA7SnLMk+VNiRPS/65VeQfGwDwPzcHObn59HY2AS7jb0qtz76qG4WXLYzVlXB8eKL6dsrt+HAoam5Cbm5efB6exEMsY/h5MUlhM6fhyZJmZouyaBgfOtYk6GhIYRCIbS1tcFiYWNN2stcOFq192NNdsoopveUtZnY9YK1tTXIz89f65Rl72b3zAZxY3o1A7MkZPdQYUf2tOTICOLXrzPHb66PKSsrhdvtZsaNlRWwPvZoJqb4UJgbG2F/hl03yHM8Wj2tcDgc6O3p0T1ZSb45hC68B02hNUT7SUJScOaGfqzJ5OQk5ufn0dzcDJfOHeyqfCu+05w9sSY75bxDp2xLSzPMZjN6e3sh6VzwfDq0iMllWsJAsgcVdmTPkldWEL74IXNckiR4vV7Y7XbU1dUz47zDDsdLL4Hj9/eft6W9HdbHH2OOC7yAtrZ2mExmdHd3IZ6IM1+TmphA+MMP6THTPnGnWJOFBT/Gx/dfrMlOlbgseKGVvQgUBBFtbW2QZRlerxeaxnbKvt0zh0CU/d+WkL1of5/5SNbSUimE3nmHeWSoaRr6+/uhKApaPR7wm4s3gYfz5ZfB6zxq2o+sjz4KS2cHc1wURXR0dIDnBXR3dSOVYk9KycEhRD//nIq7LHfnWJMgBgb2b6zJTrWUOPFoNdspazab0dbWhlAohOHhEWzulE1KKs7emEVCorvcZO+jwo7sOZqmIfzxJ1ACK8zY5OQkVlYCaGltgdnEdu7ZTzwNg86j2f2K4zjYTpyAqamRGTMajejo7ICqKuju7oYssxudx7u6Efvmm0xMlTwgV7eMNYmjt7d338ea7NSx+nzUFbFrcl0uFxobG+Dz+TA7O8uMr8QkvN1Ne8qSvY8KO7LnJHp6kNTZ5zQQCGBycgLV1dXIy9XJp2pugrnNk4kp7ikcx8Hx/PO6jSIWswUdHZ1IJhPo6emBorJ3HGJfX0G8pycDMyW7bdgfxuc6sSayLKGnp2fLWBMAOOnZP7EmO8FxHE563ChwsJ2yxcUlqKiowMjIqG5n+VQghs+GFjMxTULuGRV2ZE+R5uYQuXSJOZ5IJNDf34e8vDxUVlUx42JBPhzPPrtvF3/fDScIcJ46CUNpKTNms9nQ1t6OSCSMPm8f1E1riAAg8ulnSAyyxTTZu7aKNdG09K4Kd4o1OdFQgAb3/ok12SmTKOB0ZymsRr1O2Vrk5eWhr68PsRj7ePvG9Cq6qFOW7GFU2JE9Q43F0iHEysbC42b+liCIaG5pYUOIjUY4Tp0CZzhYj5Q24wwGOF97FWJhATPmcrrg8bRhZSWAwYFBdl9ZTUP44gdITU5maLbkftwp1mRw8GDGmuyUy2LAa52lTNMIx3FobW2ByWRCT08PZJntlP1kcBHTOmsaCdkLqLAje4Kmqgi99z7USIQZGxkZRjQahafNA4PO3QfHiy9AzKUTFQDwJhNcr7+uG8qcl5eH5uYWLCz4MToywhZ3qobQu+9CmmMzA8nesb1Yk6YDGWuyU2U5FjzfwnYKb+yU7WM6ZVVNw/nuOazGqFOW7D1U2JE9Ifb115Bm2K195ufn4fPNoaGhAQ47++jIcuQwTLW1mZhi1uBtNrjeOA3eZmPGioqK0NDQiJmZWUzp3J3TJBnBc+chL7HrtsjDp6ja2ib1d4o1qUZREdtAlH9AYk12ylOqfwfTYrHA4/FgdXUVIyOjzHi6wPZRpyzZc6iwIw9dcmwcsW+vMscjkQiGhoZQUlKMkpISZtxQVgbbk09mYopZR3C54HrjNDgzu0C8tLQUNTU1GB+fgM/Hdv9pySSCZ89BCbKdluTh0TQNHw8sYHL5brEm7BpUq1HAGwco1mSnjtcXoLaQvRDKyclBY2MDZmdndd8rgWgK7/bOQaVOWbKHUGFHHipldRXhixeZ4zfDQm02K+obGphx3maD8+T+DyG+H2J+PlyvvQbOwO6hW1lVifLycgwPD2Nhwc+Mq9EogmfOQtXZuYI8HFcnV9Bzl1iTxkY21kTkOZw+VHrgYk12guc5nGorRr7dyIyVlJSivLwMw8MjWFlhI5gmlmL4bJg6ZcneQWdF8tBokoTQhQvQNm1Kr0HDwEA/JElCq8cDgd90l4Hn4Dx1UvdRI9nIUFIC58svA8LGtzoHDnX1dXC73ejvH9CNdlCCQQTPnoW66b8Pybztxpowgd0ATrUVo8R1MAK774dJFPBGZxksOp2ydXX1yM3NRV9fH+Jx9o7p9alV3SxBQh4GKuzIQ6FpGiKffgp5kT1ZTU9NY2lpGS0tLbCY2ROS/dgx3VgPos9YVQXHCy8AmxbMc+DQ2NSE/Pw8eL29CIbYE5O8tIzQ+fPMDiAkc+aDiXuONTl+wGNNdsplNeDV9hLwm98rHIfW1lYYDAb09PTqhn1/2L9AnbJkT6DCjjwUCW8fEv0DzPGVlRWMj4+hqqoK+fn5zLipoR7mzs5MTHFfMTc2wv7MM8xxnuPR0toKh8OBnu4eRKJsV7Lkm0vfWVVokXimBeMSznbN3lOsSVuZC49QrMmOVeRZ8Vwz2ykriiLa29sgSRL6+vqYrfhUTcPbPXMIxugiiDxcVNiRjJP8C4h89ilzPJlMor+/Dzk5uajW2UVByM2F/bnnKKrhHlna22B74nHmuMALaGtrh8ViRk93N+KJOPM1qYlJhC9+SPvKZlBCUnD2xiyiSb1Yk6k7xppUrhUn9F65N+3lLhyuzGGOWyxWtLa2YmVlBaOjbKdsPKXgbNcskjJdBJGHhwo7klFqPI7whXfZEGItHULM8zxaWluYExJnMMD5ysvgjeziZrJ9lkcegeUQe8dTFEW0d3RAEAR0d3UjlWLjNJJDQ4h+9hkVdxlwM9ZkactYk/E7xpq82kGxJvfr6YZCVBdYmeO5ubloaKjHzMwM5uZ8zPhSJIULvfPUKUseGirsSMZomobwBx9ACYWZsbHRUUQiYbS2emA0sMWb4/nnIOax+8OSneE4Drbjx2FqbmLGjAYjOjo6oaoKuru7dNcRxbt7ELvyTSamemDdKdYkFNpGrEknxZrsBp7n8HJbCfJs7OdRaWkZysrKMDQ0jNXVVWZ8bDGKy6OUBUkeDirsSMbErnyD1OQUc3xhwY+ZmVnU19fD6XQy45ZDnTDpRJ6Qe8NxHBzPPQdjTQ0zZjab0dHRiWQyiZ6eHigq+0gpduUK4t3dmZjqgXRtautYk56ebcSaWCnWZLeYDek9ZfUK5fr6OuTk5MDr9SKhs3zh24kVeH3UKUsyjwo7khGpyUnEvmHv9ESjUQwODsLtdqNEp9PVUFoC21NPZWKKBwonCHCefEm3u9hms6G9vQORSAR9Xi/UTdspAUDk08+QGBzKxFQPlJGFu8eaeDwUa5JJuTYjXuvQ65Tl4fG0QhRF9PT0QlH0O2VnV9mij5AHiQo78sApoRBC778PbFqbJSsyvN5emM0WNDY2gtt0B4K3WuA4eRKcQI+VHgTOYIDztVchFhYyY06nE542D1ZWVjA4MMDuKwsgfPEDpCYmMjDTg+FmrMnmJYwbY03aYDBQrEmmVeRZ8WwT+z4RRQPa29uRTCbR19fPrD9VVA3nu3wIxqlTlmQOFXbkgdJkGaF3L0BLsCHEgwODSKVS8LR5IGwu3jgOjpOnINjtGZztwcObTHCdfh1CTg4zlpebh5aWFiwsLGBkeIQt7lQNoQsXIPnYBeRkZ27GmkjKnWJNPLBY2MX8FGuSGZ0VOeisYDuQrdZ0p2wgEMDY2BgzHkspONvlQ0pm73wT8iBQYUceqMjnn0NeWGCOz87MYHFxEc3NzbDqnKxsTz0JY3lZJqZ44PFWK1xvnAavU0QXFhahsbERs7OzmJyYZMY1SUbw/NuQl2ih+L3aTqxJU1MTXK4cZpxiTTLrmcYiVOaxn1d5eXmoq6vD9PQ05ufZMOmlcBIXvPPUUU4yggo78sAk+vuR6PUyx1eDqxgdHUNlZQUKCtjHG8baGlgOH87EFMkawemE643T4MwmZqykpBS1tTWYmJjA7Cy7EbqWTCJ45iwUne5Acmd3jjVZwPj4OKqrq+F2U6zJXiDwHF7tKEGOToNKeXkZSktLMTQ0hGCQbZoYXYjgi9HlTEyTHHBU2JEHQl5cROSTT5jjqVQKfd4+uFxO1NTUMuOCywXHCy/QHYiHQMzLg+v118HprOGqqKxERUU5hoeHsbDgZ8bVWAzBs2ehRKKZmOq+oGkaPhm8U6zJANxuN6qrKdZkLzEbBLxxqAwmw+bTJ4eGhnRnf7pTNsG89sp4AP1zocxMlBxYVNiRXacmk+l1dZvS11VNRV+fFxwHtLZ6dEKIxXQIsYm9a0Qyw1BcDOcrLwPCxo8GDhxq6+pQXFyM/v4BLAfYOw9KMITQubNQdU5ohHVtagXdM+ydnUTiVqxJU1MTKNZk78mzGfFqe8nm7ZfXOmXTa4Z7e/U7ZS/2+TEXpE5Z8uBQYUd2VTqE+CIUnUcR42PjCAZD6RBinR0k7M8+C7GgIBPTJHdgrKyE88UXsfmsxYFDU1MT8vPz0Of16j5ukpeWETp/HprOzhXklpGFyJaxJt3dd441OUmxJntCVb4NzzSyS0kMBgPa2tqQSCTQ3z8AbGo6klUN57p8CCWoU5Y8GFTYkV0Vv3YNqfFx5vjS0iKmp6dRV1eru7elub0N5ubmTEyRbIOpoQH2Z59ljnMch9ZWDxwOJ3p6ehCJRpivkebmEbpwAZpC+2Xq8YcSuNA7pxtr4vX23THW5Fh9ARop1mTPOFSRg/Yy9vPMZrOhpaUFy8vLGBtjPw+jSQXnqFOWPCBU2JFdk5qZQfTLr5jjsVgMAwMDKCoqRFl5OTMuuotgP348E1MkO2Bp88D25BPMcZ7n0dbeBovFjO6ubsTj7GOl1OQUwhc/pC7ATUIJCWdu6MeaDA0NIxgMbhlr4il14tFqijXZSziOw3eai1Cey95Bzc/PR21tLaampuD3s+tSF0JJvN9HnbJk91FhR3aFEokg/N57TAixoijwer0wGk1obGpiQ4gtZjhffhmcKGZyumSbLEePwnLoEHNcFES0d3RAFAV0d3chmUoyX5McGkL0s8/oxLUmKSs4c10/1mRqagpzc3NbxppU5FnxfIubmor2IIHn8FpHKVwWnaajinIUFxdjcHAQoRDbNDHsj+DLMeqUJbuLCjty3zRFQfjCBaixjXduNGgYGhpEIpGAp80DUdhUvHEcHC+9BMFBj5b2Ko7jYDt+DOYW9jG50WBER0cnVFVDT3c3JJldMxTv7kHsCruV3EGj3iXWZGxs61iTvLUtrSjWZO+yGAWcPlQKo8h2yjY2NsLhcKC3txfJJNtY9PVYAIPz4cxMlBwIVNiR+xa9fBnSHBvK6Zv1we9fQFNTE2xWGzNufexRGCsrMzFFch84joP9uedgrK1hxsxmMzo6O5BMJtHb0wNFZ11d7MoVxLu6MjHVPUnTNHw8uICJpXuLNfmFQxRrkg0K7Ca8otMpy/M82trSjTDpPWXZ98j73nn4Q9RNTnYHFXbkviQGhxDv6maOh0IhjI6OoLy8DEVFRcy4sboK1kcfzcQUyS7geB7OkydhKGN3A7FZbWjv6EAkEoXX64WqsQvCI599jsTgYCamuudcm1rdMtakt9cLh8OxZazJ650Ua5JNagpsONHAdvYbDEa0t7chHo9jYEC/U/bsDR/C1ClLdgEVduSeycvLiHz8EXM8JaXg9aZPWLV1dcy44HTA8eKLtF4oy3CiCOdrr0IsZCMenA4n2trasLq6gsGBAXZfWQDhixeR1OmY3s/SsSaLzPGbsSaCIKCtrW3LWJPSHIo1yTZHKnPhKXUyx202O1paWrC0tISJiQlmPJKUca5rDpJCnbLk/lBhR+6JmkqlQ4iljQGcmqahv68fmqaitdUDntsUdCsKcLz8MnizOZPTJbuENxrhOv06hJwcZiw3NxctLa1YWFjAyPAIW9ypGsIXLkDS2ZZsP9pOrElHRzvFmuwzHMfhueYilOkU5QUFBaipqcHExCQWdPbQ9ocS+KDPTw1H5L5QYUd2TNM0RD78EMrKCjM2MTGB1dUVtLS2wqSzg4Tt6adh0Hk0S7IHb7XC9cZp8HY7M1ZYWIjGxkbMzs5icmKSGddkBcG334G8yN7F2k/uJ9aklWJNsp4o8HitswROnU7ZysoKuN1uDAwMIBxmO2UH58O4Mh7IxDTJPkWFHdmx+I0bSI6MMseXlpcwOTmJmppa5OawJyZzawssHk8mpkgeMMHphOuN0+DMbPFeUlKK2tpaTExMYHZ2hhnXkkkEz56DsrqagZlmXlJWcOaGb4tYk+m1WJPGLWNNXqBYk33BahRxulO/U7apqQl2ux29vV4kk2xU0Bejyxj2U6csuTdU2JEdkWZnEf3iC+Z4PBHHQP8ACgoKUFFZwYyLhYWwP/10JqZIMkTMy4Pr9GlwOo8SKyorUFFRgeHhEd1wVjUWQ/DMGSiRaCammjHrsSZh9mS9uLiAsbExVFdXwe0uZsYp1mT/KXSYcKqteItO2TYAQG9vL1SVvQh4zzuPBeqUJfeACjuybWo0itB77wPqphBiVYG31wuDwYDm5mYmhJgzmeB8+ZRuAUCym8HthvPVVwBh01pKcKitq0VJSTEGBgawvMyGsCqhMIJnz0BN7I+Tl6Zp+GRoq1iTEPr7b8aaVDPjFoo12bfqCu04Vs92yhqN6U7Z9M48g9jcKSspGs52+RBNysxrCbkTKuzItmiqitCF96BGN95h0aBhZHgY8XgMHo8Hos4OEo4XX4Cgsz8s2R+MFRVwvvQSNt+W4MChsbEJ+fn58Hq9WA2uMq9VlgMInT8PLcUG92aba1Or6JreKtak946xJqcp1mRfe6QqFy0lbKes3e5Ac3MzFhYWMDnJrkkNJ2Sc6/JBpk5ZsgNU2JFtiX75JSSfjzk+PzePubl5NDY2wq6zmN766CMw1bDBtmR/MdXXw/7ss8xxjuPQ2toKl8uJ3p5eRCIR5mukuXmELlyAphPcmi22jjWR7xpr8pKHYk32O47j8EJLEUpcbBpAYWEhamqqMT4+gUWdpqK5YAIX+6lTlmwfFXbkrpKjo4hfu84cD4fDGB4eRmlpqe6aIUNFOayPPZaJKZI9wNLmge2pJ5njPM/D09YGi8WC7u5uxONx5mtSk1MIf3ARmpp9dybuHGvivWOsyVN1+WgqpliTg0AUeLzeWQqHmX2qUVVVhaKiIgwMDCASYZsm+ufC+HaSTSEgRA8VduSO5JUVhC9+yByXZAlerxc2mw319fXMOG+3w/nSS+B07lCQ/cty5Agshw8zx0VBRHtHO0RRRFdXF5IptrkgOTyMyGefZdWdiVBCwtkbvjvGmng8W8eaPFaTl5mJkj3BZhJx+lApDMLmBhkOzc1NsFqt6OnpRUrn/XF5ZAkjC+wdb0I2o7Mu2ZKWSiH07rvM+icNGgb6+6EoMjweD/t4SeDhfPkUeCt7MiP7G8dxsB17CubWFmbMaDCio7MDmqahu6sbksxun5To6UXs6yuZmOp9uxlrEtFZ3H57rEmOTphzea6FYk0OqCKHGafa2CccPC+gvf1mp6wX6qa715qW7pRd1Om4JuR2VNgRXZqmIfzxJ1CW2aDMqclJBAIBtLS0wqyzg4T9xAkYitkPLnIwcBwH+3e+A2Mtu7bSbDKjo7MDqVQKvT09uhuix775BvEbNzIw03unqhre7Zm/51iT1ztLKdbkAKsvcuCpunzmuNFoQlubB5FIBIODbKdsSlZxtsuHWIo6ZcnWqLAjuhK9vUgODTHHA4EAJiYmUF1djbw89jGSqakR5rV8JnJwcTwP58mTMJSXM2M2qw3tHe2IRKLwer1QNXZdXeTzS0gMDGRiqjt2M9ZkfInN4NtOrMkbh0op1oTgsZo83fWVDocTzc3N8Pv9mJqaYsZDcQnnu+aoU5ZsiQo7wpDm5xH5/HPmeCKRQH9/H/Ly8lBZVcWMC/l5cDz7LD1eIgAAThThfPUViDpbyDkdTrS1tWF1dQUD/QO66+rCH36I5Nh4Jqa6I9en7y3WROA5vN5ZihyrMUMzJXsZx3F4sdWNYp1O2aKiIlRXV2FsbBxLS0vM+OxqHB8OLGTVelSSOVTYkQ3UWAyhdy8Am64GVVVFX58XgiCiubmFDSE2GuF8+WVwRjppkVt4oxGu11+DkMtuMZebm4vW1lYsLi5gZGQY2qbHTlA1hN+7AGl2NkOzvbvRxQg+G9KPNenp6V2LNdFZdwrgJY9bd2N4cnAZ1jpl7Sa2U7a6uhqFhYXo7+/XjQnq84VwbYo6ZQmLCjuyTlNVhN5/H6rOh8jIyAgikQg8Ho9ubIPjhech6py8CeGtVrjeOA1eJ+ewoKAQjY1NmJ31YXJighnXZAXB829D1sn3yjR/KIF3e7aONUmlUmhvb4fBwF7cPFWXj+ZiNqCWEPsdO2WbYbVa0dvbi5ROiPfnw0sYW6ROWbIRFXZkXezKFUjT7Kbtfv88fD4fGhoa4HCwa0IsRw7DVFeXiSmSLCU4HOnizsI+diopKUFdXS0mJiYxM8P+/WmpFIJnz0JeeXh3J7Yba2LV6QSnWBNyN26nGS952Eabm3eAVTV98aDXKftu7zyWItQpS26hwo4AAJLj44h98y1zPBKNYGhoCMXFxSguKWHGDaWlsD3JhtISspmYlwfn66/r7hlcUVGJysoKjIyMwO+fZ8bVWByhs2eh6NxNftDuFGsyPZ2ONWlspFgTcn8a3Q48Uct2yppMZrS1tSEcDmNoaAi6nbI3fIinsnfnFrK7qLAjUIJBhD+4yByXZRneXi8sFisaGhuYdXW8zQbnqZMUQky2zeB2w/nqK4DA/s3U1NaipKQEAwODWFpmF4wroTCCZ89CTSQyMVUAd4s1WcTo6BiqqqpQrBPvk2s1UKwJ2ZEnavPQ4GaXLDidTjQ1NWF+fh7TOk9VgnEJ57t9UFRqpiBU2B14miSlQ4iTG09cGjQMDAxAkiR4PB4I/KZ4Bp6D89RJ8DZbBmdL9gNjRQWcJ08Cm+5iceDQ2NiIgoJ89Hn7sBpcZV6rLAcQPHeOCc1+EDRNw6dDi3eINelHUVERamqqmXGLUcAvHC6jWBOyIxzH4aSnGEVOEzPmdrtRVVWJsbExLC8vM+MzK3F8TJ2yBFTYHXiRzz6DvMjeHZmemsbS0hKaW5phsbCdfLannoKhtDQTUyT7kKmuDvbvPMsc5zgOLS2tcLmc6O3pQVhn30x53p++GJEfbEjr9elV3JheZY4nEon1WJPm5mZQrAnZTQaBx+nOUthM7EVBTU0N8vPz0dfXh2iUveDomQ3q/s2Sg4UKuwMs7vUi0dfPHF9ZXcH4+BiqqipRkF/AjJvq62A5dCgDMyT7mcXjge3YU8xxnufhaWuDxWJFT3c3YvEY8zWpqWmEL16Epj6YkNY7x5r0UKwJeaAc5vRjfJF5jM+hpaUFFosFvb29kCR2W75PhxYxoXOXmRwcVNgdUJJ/AdHPPmOOJ5NJ9Pf1IScnF9XV7JZQQm4u7M8/T4vBya6wHjkCy5HDzHFRENHR0QFRNKC7qxvJJLvGLTk8gsinn+76o6eFUAIXeue3jDVJJpNbxpo8SbEmZJeUuCx40eNmjqcvKtqgKAq8Xi80je2Ufad3DoHog1+uQPYmKuwOIDWRQPjCu9DkjV1UqpYOIeY4Hi2tLUzxxhkMcL7yMngKISa7yPbUUzB7WpnjBoMBHZ0dADR0d3dDktm7E4leL2Jff71rcwknJJy54UNK3nwnUMPw8AhWV1fR1qYfa9JS4sTjFGtCdlFzsX5UjtlshsfjQSgUwtDQMDZ3yiYlFWduzCIhUafsQUSF3QGjaRrCH3wAJcSuXRobHUM4HIbH44FR526E/bnvQNTZH5aQ+8FxHOzPPgtTXS0zZjaZ0dHRiVQqhZ7uHigKe6KKffMtYtev3/c87hZr4vP50NTUhJwcNoi7LNeCF1qK6E422XVP1eWjrojtlHW5XGhsbMTc3BxmZtjdWVZjEs53z1Gn7AFEhd0BE/vmG6QmJpnjCwsLmJmZQV1dPZxO9lGSpbMD5sbGTEyRHEAcz8Px0kswlJczY1arFR0dHYhGo/B6e5mQVgCIXrqMxMDAPf98VdVwoXcei/cYa3K6sxSiToQLIfeL4zic8hSj0MF2yhYXF6OiogKjo6MIBALM+HQghk+HFjIxTbKH0CfRAZKamkLsyjfM8WgsisHBQbjdRSgtYztdDSXFsB07lokpkgOME0U4X30FYlERM+ZwONDW3obV1VUMDPTrrqsLf/ghkmPj9/SzPx1exNgiu+A8HKZYE/LwGcX0nrJWI/t3Vltbi7y8PPT19SEWY/+Gu6aD6KJO2QOFCrsDQgmFEH7/fWxeES4r6RBis9mMxsYmNoTYaoHj1ClwAp24yIPHG41wnX4dgs6+w7k5uWht9WBxcRHDw8PQNq0rgqoh/N4FpHQeS93J9akV3JhaZY4nEgn09FCsCdkbXBb9wGuO49Da2gKTyYSeHv1O2U8GFzG1zHaXk/2JCrsDQJNlhC5cgBrfmNivQcPQ4CBSqWQ6hHhz8cZxcJw8CUFn83ZCHhTeYknvK+tg/+4KCgrQ1NQEn8+HifEJZlyTFYTefhvSwvYeP40tRvApxZqQLFGaY8HzLewdbUEQ0d7eBlmW0dfXx3TKqpqGt3vmsEKdsgcCFXYHQOTSJch+9kQ3OzOLhYVFNDU163b52Z58AkadNU+EPGiCwwHXG2+At5iZseLiEtTV1WFychIzM9PMuJZKIXTuHOSVlTv+jIVQAu9uEWvS19e3FmvSRrEmZE/xlLrwSDV7R9tstsDj8WB1dRUjI6PMeEJScLbLR52yBwAVdvtcYmAAiZ5e5ngwGMTo6CgqKipQWFjIjBtra2A5ciQTUyREl5ibC+frp8EZDMxYRUUFKisrMTIyivn5eWZcjcURPHMGSiSi+73vFmuysrKyFmvCbplHsSbkYTtWV4DaQvZvMycnB42NjZidncXsLLskIRBN4Z2eOajUKbuvUWG3j8lLS4h88glzPJVKoa/PC5fLiZpanRBilwuOF16g6Aby0BncRXC+9iqg03FaU1uDkpISDA4OYmmZ3RZPDUcQPHMGajy+4XhKVu8QazKzFmvSSLEmZM/ieQ6n2opRYGfvJpeUlKC8vBwjI+kLlM0ml2P4dJhdfkD2Dyrs9ik1mUTonXehSRtPXpqmra3BAFpaW8FzG/8EOIMI58unwJvY1npCHgZjeTmcp04BmwOzwaGxsREFBQXo8/ZhdXWVea0SWEHw/HloqfTaIlXV8G7vnG6sydLSIsbG0lvpFReXMOO5VgNe76BYE7I3mEQBpzvLYNHplK2rq0Nubi68Xi/iOlvy3ZhaRc9MMBPTJA8BfULtQ5qmIXzxIpQg+8YdHx9DMBhEq6cVJiNbvNmffRaizqNZQh4mU20tHM99hznOcem9M10uF3p7exCOsMHb8rwfoXffhSbLd4k1GUBhYSFqati72GaDgDcO6Z9ECXlYXFYDXuso2aJTthVGoxE9Pb2QdXZt+WhgAdMB6pTdj6iw24fi168jpZPntbS0iKmpadTW1iLHlcOMm9s8MDc3Z2CGhOycubVVN0+R53l41rb56unuRkznDkVqahqXf/YBbkyyj6ZuxprYbDY0NzdBP9akBLk2ijUhe095rhXPNbOdsqKY7pSVJAl9fWz2o6ppON89h2CMLfpIdqPCbp9Jzcwi+sWXzPFYPIaBgfQdifIKttNVLCqC/cSJTEyRkHtmPXIY1qNsU48oiGhv74DBYEB3VxeSyY2PWiclEZ8NLyM1MYHb99W8Pdakvb0NPM/ekXux1Y3yXLZrnJC9oq3MhSNV7JpQi8UKj6cVKysrGB0dYcYTkoIzXbNIytQpu59QYbePKJEIwu9dYEKIFUWBt9cLo9GIpmY2hJgzm+B8+RQ4UczkdAm5J9Ynn4TZ42GOGwwGdHR0AgC6u7vWg1qXFAEfJWzQAMiLi5BmZgBsL9bkidp8tJRQrAnZ+07UF6C6gL0AycnJRUNDPWZmZuHz+Zjx5UgK7/bMU6fsPkKF3T6hKQrCFy5AjW3sANSgYWhoCIlEHB5PG0RhU/HGcXC+9BIEnf1hCdmLOI6D/dlnYKqvY8ZMJhM6OjshSRJ6eroRklS8F7NB0m5dzEi+OUhzc9uINXHgiVqKNSHZgec5vNxWgjydJQOlpWUoKyvD8PAwVlfZ5QjjS1FcGmE7y0l2osJun4h+8QWkOTbPa87ng9/vR1NTE2w29uRlffRRGKuqMjFFQnYNx/NwvPgiDDrLCqwWK9o7OhCKJfDDsTAiKhtNsuT1IjA2dpdYEzfFmpCskm7yKdXdu7i+vg45OTnwevsQ3xQBBABXJ1fQO0udsvsBFXb7QHJ4GPEbXczxUDiEkZERlJWVoajIzYwbq6tgfezRTEyRkF3HiSJcr7wC0c0uHLfZHAg0H4c/BSwuLW1YnRCLxbCyEkAFz6PQxO5sQbEmJJvlWI14raME/OZ4II6Hx9MKg8GA3t5eyDKb4/jRwAJmV9mij2QX+uTKcnIggPCHHzHHJUlCn9cLu92BOp1HVoLTQSHEJOtxRiNcr78OIW/jXbevkhYsGV0oLCxELBZFILAMDUAymcTi0iJsVhtycnKQHB2FEgqtv45iTch+UJFnxXea2dgqUTSgra0NyWQS/f1sp6yiajjX5UMwTp2y2YwKuyymplJrIcQb34SapqG/vw+KosLj8TAhxBB4OE69DN5CG5iT7MdbLOl9ZR12AIA3ZURvKp3RaLVaUZBfgHA4jOXlJSwsLMBoMCK/oCDdQqSqSA4PQ41GKdaE7Csd5Tk4VJHDHLda052ygUAAY2PsnrLxVHpPWeqUzV5U2GUpTdMQ+egjKHpbxkxOYGVlBa2trTDp7CBhf/oZGHQeXxGSrQS7Ha433sC0aMcXiY2dgXa7HTm5OZjzzSGZTKKoqGjjYypFQXJwEM+VWyjWhOwrzzQWojKP/ZvOzc1DfX0dpqdnMDc3x4wvhZO40DvP3NEj2YEKuyyV6OpCcpjNJVpeXsbExCRqamqQm8suCje3NMPsac3EFAnJqIBowaXyQ9CEjY9RNQ1IJpIwGo3geE534fgRIYKSLy9CCbM7VxCSrXiew6sdJci1GpixsrIylJaWYnh4GMHgKjM+thjF5ZHlDMyS7DYq7LKQ5PMhcvkyczyeiKO/vx8FBfmoqKxkxsXCAtifeYbW1ZF9J5yQcPaGD4rZClNDA8CnP9o0AIHAMuKJBCorK5HjysHS8hJisVu7U9QbUjhiTEANRxA8cxaqTuFHSLa6uW7UZNh8uufQ0FAPp9OJ3l4vEgn27/6biQD6fCHmONnbqLDLMmo0itCF9wB186JXBX1eLwwGEc3NLWwIsckE56lT4AzslRsh2Swlqzjb5UM4ke7yE5xOmOrqAI5DOBRCOBxGfl4+LBYL8vLyYbPasLi4iEQigWJBxtPmGG5e6ygrKwieOwc1lXqIvxEhuyvXZsSr7Vt1ynogiiJ6enqhKGyn7MV+P+aCdLGTTaiwyyKaqiL03vtQo+wm5iPDI4hGY+kQYp0dJBwvvAAhJycDsyQkc1RVw7u9c1gIbdxCTMjNRSwnB4GVAFwuFxxrjRUcBxQUFMBsNiMyP40nlXmIm25gy/4FhN55B5pOHAQh2aoq34ZnmthOWYPBgPb2m52yA1t2yoYS1CmbLaiwyyLRL7+ENDvLHJ+bm8Pc3BwaGxtht9uZcesjR2GqrcnEFAnJqM+GFzG2yF7ohMNh9M/PQyyrQM6mtaYcx6G8qADHFT+Gero2PJa9SZqeQfiDD6Cp6gObOyGZ1lnuQke5izlutdrQ2tqC5eVljI+PM+PRpIKzN3xIyfR+yAZU2GWJ5Ogo4teuM8fDkTCGh4dRWlqC4uJiZtxQUQ7r449nYoqEZNSN6VVcn1pljieTCfT09MBms6H+icdgLC3ZMM4DOGWL48m2JhiNBnR3dyGRTLDfZ2QUkU8+oc5Asm9wHIdnm4pQnstGXeXl5aOurhZTU1Pw+9ldjBbDSbznpU7ZbECFXRaQV1YQvvghc1ySJXh7vekTWH0DM87b7XC+9BI4nv4zk/1lfCmKTwYXmOOKIqOnpxc8z6OtrQ08L8BQXg6x6NYjqKctMZSIMgwGAzo6OgFw6O7qhiSxj5oS3j7EvvzyQf4qhGSUwHN4raMUOTqdsuXl5SgpKcHg4BBCIXZ7sZGFCL4cpU7ZvY7O+HuclkohfOECtE2LuTVoGOgfgKLI6RDizcWbwMP58inwVsrlIvvLQjiBd3rmsPnGgaZp8Hr7kEgk0NHRDqPxZtAwB2NVNYS8PBwxJdBouPVeMplM6OjsgCxL6OnphqyzeDx29RpiOnfLCclWFqOA052lMIp6nbINcDgc6O31IqlzJ/vr8QAG5qlTdi+jwm4P0zQN4U8+gbzEXiFNTU4hEFhGc0sLzGZ2v0v78eMw6DyaJSSbRZLyFmt9NIyMjGBlZQUejwdWq23jMMeh46kOPFnPLh63Wqxo7+hALBaDt9cLVWddXfTyZST6+nbxNyHk4cq3m/BKewk2p1+l73anbxakO2XZHSg+8PoxH2SLPrI3UGG3hyV6vUgODjHHAysBTEyMo6qqGvl5+cy4qbER5vb2TEyRkIxJySrO3JhdjzW53czMDGZnZ9HY2KgbzF2WY8FLbaVwvfIyxGI3M+6wO9DW1o5gMIj+/j7ddUThjz5GcpTdgomQbFVTYMOJBr1OWSPa29sQj8cxMDCAdCLkLfJap2yYOmX3JCrs9ijJ70fk88+Y44lkAv19/cjNzUNVVRUzLuTnwfGdZymEmOwrW8WaAMDS0hJGR8dQWVmBkpISZjzHasDrnaUQBR6c0QjXa69ByGOLv5ycHLR6WrG0tIyhoSFoYJ71IvTee0jNzOza70XIw3akMgdtZWynrM1mR2trC5aWljA+PsGMR5IyznXNQVKoU3avocJuD1LjcYTefRfY9IZRVRV9Xi8EgUdLSwtTvHEGA5wvvwzOSJuYk/3l85GlrWNN+vtRUFCA2tpaZvxm6r7FeGubMd5igeuNNyA4HczXF+QXoLm5CXNzcxgfY2MfoKgInX8bkp9t3CAkG3Ech+eai1Cm0ymbn1+AmpoaTE5OYmHBz4z7Qwm87/VTp+weQ4XdHqOpKsLvvw81HGHGRkdHEIlE0OrxwKCzg4Tjhech6jyGIiSbdU2v4trkCnM8mUygt7cXNpsNLS3NwKbdVtLdfyXIs7EXOoLdDufp0+Ct7MnM7S5GfX09pqamMD09xYxrkoTQubOQV9g5EZKNbr5XnBb2vFJZWYHi4mIMDAwiHGabJob8YXw9HsjENMk2UWG3x8SufIPU1DRz3O/3Y3bWh/r6BjgdTmbccvgwTPX1mZgiIRkzvhTFx3eINeE4bj3WZLMXWtyoyNu6K1zMzYXz9dd173CXl5ejqqoKo6NjmJ+fY8bVeALBM2eghMM7/I0I2ZusRhFvHNLvlL0Zft/T04tkkl0O8eXoMob99F7YK6iw20OS4+OIffMNczwSjWBoaBDFxcUoKWXXEBlKS2F78olMTJGQjFkMJ+8aa9LefnusyS2P1+ahtZS9ANrMUFQE12uvghPZwrC6phqlpaUYHBzE0tIiM66GIwieOQtVZ+cKQrJRgd2EU23FW3TKtoHnefT29kJV2U7Z97zzWAhRp+xeQIXdHqEEgwhfvMgcl2UZfV4vLBYLGhobwG163MRbrXCcPAlOYE9MhGSrSFLGmRuzd4k1aYXNZmNe21zswJO1bLf4VgxlZXCcPAXwm9asrmV6FRYWoq+vDyur7KNXZWUFwXPnoW7KmSQkW9UV2nG8voA5bjQa0dbWhlgshoGBQWzulJUUDWe7fIgkaY/lh40Kuz1Ak2WE3r0ALbHxFrcGDYODA0ilJHg8bRA2P27iOThPnYRgZ09uhGSrlKzi7A3fFrEms2uxJg3Izc1jxstyLHix1b3jrnBTbQ0czz/PHOc4Ds0tLcjJyUFvTy/COo9e5YUFhN5+B5pMJzSyPxytykVLCXvH2263o6WlGQsLC5iYmGTGwwkZ57p81Cn7kFFhtwdEPvsM8iL7qGdmehqLi0tobm6GxcIu8rY9+RQMZWWZmCIhGaGqGi545+HXeaSTjjUZXYs1KWXGXRYDXussgSjc28eaubkZ9hPHmeM8x8PjaYPNZkN3dzdiOo9epZkZhN9/H5pOuDEh2YbjOLzQUoTSHDb8vqCgEDU1NZiYmMDiIrv+dT6YwMU+6pR9mKiwe8gSfX1IeNlE+9XVVYyNjaGyshIFBextcVN9HSyHD2VghoRkzucjSxhdYDvCtxNr8guHy2A1ivf18y2HDsH66CPMcUEQ0L62TVlXVxcSOlstJUfHEPnkEzqhkX1BFHi81lEKh5l9T1VVVcLtdq91yrJ3sQfmw/hmgrrGHxYq7B4iaWEBkU8/ZY4nU0n09fUhJycHNTU1zLiQkwP7889TCDHZVx5ErMm9sD7+OMxtHua4QTSgo6MDHMehu6sbKYldV5fw9iH6xRe7Mg9CHjabScTpQ6UwCJvPNRyamhphs9nQ29uLVIrtlL08soQRnYs08uBRYfeQqIkEwhcuQJM3dhepmoo+bx84DmhpbdUJIRbhfOVl8BRCTPaRiaUoPhlklyNsJ9bk+ZaiO8aa7BTHcbA/8wxMDQ3MmMlkQkdnB2RZQk93D2SFXVcXv3YdsWvXdm0+hDxMRQ4zTrWx+47zvIC2tQug3l7v1p2yYeqUzTQq7B4CTdMQ/uAilCAb9jg+NoZQKIRWjwdGA1u82b/zHMT87Xf8EbLXLYaTeLtnDuqmR5iapqGvr//OsSY1efCUstsh3S+O5+F48QUYKyuYMavFio6OTsTjMXh7e6HqrKuLXv4Cca931+dFyMNQX+TAMd1OWRPa2toQjUYxODiEzZ2yNxuhotQpm1FU2D0E8W+/RWpigjm+uLiA6ekZ1NfXweVkT1aWjnaYmxozMENCMuNusSaBQGDLWJOmYgeerHtwFzmcIMD58ssQi93MmN1uR1t7O4LBEPr7+3TX1UU+/gTJ0dEHNj9CMunR6lw0F7Pb8DkcDjQ3N8Hv92Nqit2pJZyQcb7bB5k6ZTOGCrsMS01NIfr1FeZ4NBbFwMAgioqKUKrT6SoWu2E7znbsEZKt7ifWpDTHjJfuIdZkpzijEa7XX4eQz84hx5UDj8eDpaVlDA0NQgOTpIzQe+8hNc3uJENItuE4Di+0ulHsYjtlCwuLUF1djbGxcd0wb99qAhf7F6ixKEOosMsgJRxG+P33sTlKX1EU9Hm9MJtNaGpqYkOILWY4X36ZQojJvnGnWJPl5XSsSUXF1rEmr3eW3nOsyU7xZjNcp9+A4GTvVuTn56O5uQlzc/MYHxtjX6yoCL39DiQ/u4E6IdnGIPB4vVO/U7a6ugpFRUXo7x9AJMI2TfTPhXBVpzmK7D4q7DIkHUL8LtT4xhNZOoR4EIlEMh1CvLl44zg4Tp6EYLdncLaEPFiXtog1iUTC6OtLx5rU1bGxJiYDvyuxJjsl2G1wvfEGeCubJ+l2F6O+vh5TU9OYnmYfRWmShNC5c5ADtFE6yX52k4jTnfqdss3NTbBarWudsmzX+KWRJYwtUqfsg0aFXYZEL1+G7GfDHH2zs1hYWFh/Q2xme+JxGCvYBdyEZKvumVXdK/dkMomenq1jTXiOw+sdpbsWa7JTQk4OXKdPg9Np4igvL0d1dRVGR8cwNzfHjKvxBIJnzkLRyfwiJNsUOc14ybNVp2wbVFWF1+tlGos0DXi3dx5LETYeheweKuwyIDE4iHh3D3M8GApiZGQUFRXlKCwsYsaNNTWwHD2aiSkSkhETS1F8PLBVrEnPHWNNXmjd3ViTeyEWFsL12qvgRHZ+VdXVKCsrxdDQIBZ1dpJRIxEEz5yFqrNzBSHZptHtwBM6ezKbTOlO2XA4jKEh/U7ZMzd8iKWoU/ZBocLuAZOXlhD5+GPmeCqVQp/XC6fTiRqdJH3B5YTjBQohJvvH/cSaPPaAYk3uhaGsDI5TpwB+U8YkONQ3NKCwsAj9/X1YWWHvSiorKwieOw9V5zEVIdnmido8NLrZtadOpxPNzU2Yn5/HtE7zUCgu4Xz3HBSVmikeBCrsHiA1mUTo3QvQpI1XJpqmrUUkAK2eVvDcxv8MnJiOWeDNbPcRIdkoumWsCdZjTVpbt441eeoBxprcC1NNDRwvvMAc58ChuaUZOTm56O3tRSjMZlXKCwsIvf0ONJnuWJDsxnEcXvK44Xay56qiIjeqqioxNjaO5eUlZnx2JY6PBqhT9kGgwu4B0TQNkQ8/hLK6yoyNj49jdTWI1tZWmIwmZtz+7LMQCwszMEtCHjxJST960Ys1mZ2dwezsLBoaGpCX9/BiTe6FuakJ9qdPMMd5jofH44HdbkNPdw+isSjzNdLMDELvvQdNJ9yYkGyS7pQtgd3ENjTV1NQgPz8ffX39iEbZpone2SCuT69mYJYHCxV2D0j8+g0kR9n4g6WlJUxNTaG2thY5OTnMuNnjgbmlJQMzJOTB0zQNF3q3jjVJrzGtQGnpw481uReWzk5YH32UOS4IAtrWHit3d3UjkWR//9TYOCIff0x3LEjWc5jX3qs82ynb0tICi8WCnp5eSDr7K382tIjxJfbih9y7vfuJmcVSM7OIfsluBB6PxzEw0I/CwgKUV5Qz42JRke4dAEKy1efD+huBbyfW5I1DpRmPNbkX1scfg7m9jTluEA3o6OwAz3Po7upCSueklujrR/TyF1TckaxX7DLjRQ+7S4sgCGhvv9kp2wdNYztl3+mZwzJ1yu4aKux2mRKJIvzee8CmRaGKqsDr7YXRaERTUzMTQsyZTXC+fAqcuPdPZIRsR89M8I6xJlar9Y6xJvl2dpnCXsRxHOzPPANTQwMzZjKa0NHRCVlW0NPdDVlhH0fHr19H/Nq1TEyVkAequdiJx2vYJRUmkxltbR6EQiEMDQ1Dd0/ZLh/iKSVDM93fqLDbRZqiIPzeBSbOQIOG4aEhxONxeDxtEDcXbxwH54svQnA6MzhbQh6cyeUoPhpgcxtvjzVpb9ePNXm+5eHHmuwUx3FwvPgCjFWVzJjFYkFHRwfi8QR6e3qZbC8AiH7xJeK93kxMlZAH6sm6fNQXsYH6TqcLTU2NmJubw8zMDDO+GpPwdg91yu4GKux2UfSLLyH52HDSOd8c5uf9aGxs0u36sz76KIzV1RmYISEP3lIkifPdd4s1aYNRp3HosZo8tJXtjViTneIEAc5Tp2AoYYNb7XY72tvbEQqF0NfXp/voNfLJJ0iOjGRiqoQ8MBzH4aSnGIUO9v3tdhejsrICo6NjCASWmfHpQAyfDFKn7P2iwm6XJIeHEb9xgzkeCocwMjKMsrJSuN3s+gNjVSWsjz6SgRkS8uBFkzL+4rp+rMno6O2xJuwVfaN778Wa7BRnNML52msQ8tnHUS6XCx6PB8vLyxgcHIS26XEUNA2h999HSif3i5BsYhR5nD5UCpuJvSNfU1OLvLw89PX1I6bTMd49E0TXTDAT09y3qLDbBfLKCsIffsQclyQJfV4v7HYH6urqmXHeYYfjxRfB8fSfgWQ/SUmvk9kq1mRmZutYkxKXGS959masyU7xZjNcp9+A4GKXVuTn56O5uRnz8/MYGx1jiztFRejtdyD5/RmaLSEPhtNswGsdpRA2B3lzHFpbW2AymdY6ZSXmtZ8OLmJymTpl7xVVFPdJS6UQeucdaJv+OG+GECuKmg4h3ly8CXw6hNjCbipOSLa5GWsyH9SLNVle3zpvq1iT04dKYdjDsSY7JdhtcJ0+DV5n/2e3242GhnpMT09jeoq9O6dJEoJnz0IOBDIxVUIemNIcC15o0euUFdHe3gZZluH1eplOWVXT8HbPHFaitEPLvdg/n6QPgaZpCH/0MZQA2/k3OTmBlZUVtLS2wGxiU7ntJ56GQefRLCHZ6NLInWJN+pCfn4/a2jpmPJtiTXZKyMmB6/Tr4EzsWqOysnJUV1djbGwMc3M+ZlxLJBE8cxZKiN25gpBs0lrqxKPV7F16s9my3ik7PDyCzZ2ySUnFmRuzSEjUKbtTVNjdh0R3N5LDw8zx5cAyJiYmUV1dg7xcndbv5iaY2zyZmCIhD1zPTBDfTtwt1qSFecyabbEm90IsLITrtVfBGdjCtaq6CmVlZRgaGsLi4iIzrkYiCJ45y3TZE5JtnqrLR20h2zjocuWgoaEBPp8Ps7PsBc5KTMLb3XNQqVN2R6iwu0fS3Bwily4xxxOJBAb6+5Gfn49KnegDsSAfjmef3RdriQjZOtZE2RBrIgj7I9bkXhhKS+E8dQrYvNYIHOob6lFUVIT+/j4EVthHr8rqKoJnz0FN0SMpkr14nsOptmIU2I3MWElJCSoqyjEyMoIVnffAVCCGT4fZCx+yNSrs7oEaiyH07gUmhDidrO2FKIpobtEJITYa4Xz5ZXAGQyanS8gDcedYk747xpo8Wp29sSb3wlhdDccLLzDHOXBoam5Gbm4uvL1ehHQevcqLiwidfxuazDalEJItTKKA04fKYDGyF3m1tXXp94C3DzGdO9Q3plbRPbOagVnuD1TY7ZCmqgi99z7UKNuxMzIyjGg0ilaPBwaRLd4cL74AQWd/WEKyTTQp48wN3z3Hmhyrz+5Yk3thbmrS3TKQ53i0ejyw223o6elGVCcCQpqdRejCe9B0wo0JyRY393/W75RthclkQm9vL2SZ7ZT9eGAR0wFalrAdVNjtUOyrryDppGbPz8/B55tDY2MDHHYHM249egSmWnZPTEKyzc1Yk1Cc/fCdnZ1dizWp3/exJvfC0tkJ62OPMccFXkBbeztMJhO6u7qRSLDdxanxcUQ++ojCW0lWK8ux4LnmIua4KIpoa2uDJEm6e8qqmobz3XNYjdGyhLvhNPqU2Lbk2BhCb7/DHI9EIrh27RrcbjeampqYcUN5OVxvnKa8OpL1tLUYgmE/2wG7vLyM3t5elJeX6eY2Oi0G/OCxin3ZAbsTmqYh+tlniHf3MGPJVBI3rl8Hx3E4dPgwjAZ2TZLl0CHYjh87sMUx2R8+HVrENZ29pFdXV9DV1Y3S0lI06Oy/nG834nuPVMBsSD/SVRQFgUAAfr8ffr8f8/4FxJNJKIoCQRBgMZlQ7C6C2+2G2+1GXl6e7prf/YQKu21SVlex8taPoW1axCzJEq5dvQpRFHH48BEmr4632ZD7/e+B19lKjJBs8/nwom4HbCQSwfXr15GbmwuPx8MUHSYDj+8/UrGvO2B3QtM0hN//AMmhIWYsnojj+rXrMJmM6Ow8xO4tDcD25BOwPrJxx5rNJ7jF+Xkk43GoigJeEGCyWFBYXHygTnBk71JVDWe7fBhfYpce+Hw+DA0NobGxUTf7sqbAhqerrOju7sLVG92IxeOQFQ1RzoxlxQwZIlRw4KFBhIx8IQGbloAocLBaLDh6qAOdnZ3Izc3NxK+acVTYbYMmSVj9yU8gL23c206DBm9vL4LBII4cPQqLeVPYMM8h55d+CYaSkgzOlpAHo2cmiIv97I4IyWQS165dg9FoxKFDh5higec4/OLhMlTm7/8O2J3QFAWhd95BamKSGYtEI7hx/QbsdhvaOzog8GwBZn/2WVja27CysoKuri70XLuGRDQKTZZhj8fhCgRgkGXwmgaV4yCJIoJ5eYhYLOBEEWabDe1HjuzrExzZ2xKSgh9/O43lCPt4dXh4GD6fD52dHcjJufX3qUQCiM/0QQ0tIKmJmFDzsMjlIsJZoXBbX6gImgK7FkOhtoJqPgCbqKKhrgYnjh9HyT47R1NhdxeapiF88SKSA4PM2NTUJMbGxtHe0Y78PHYxuP3pE7B0dmZimoQ8UJPLUfzFdR/TAasoCm7cuIFUKoWjR4/odsC+2Oo+UB2wO3FzlwnJN8eMBYNBdHd3rd0FbWPugi4qMnocDkzNz8MQi6FyaholgQBc0SgMytahrpIgIGizYS4vD1OVFZCsVtQ0NODYiRP77gRH9r7VWAo/ujLNBBFrmobu7m5EIhEcOXIEZpMRydl+xGaHEFBMGFGLsCwWgL+Hu868pqJIW0Yt/Cg0Sjj+xGM4duyY7t3xbESF3V3Ee3oR+eQT5vjKygq6u7tQVVWF6uoaZtzU0ADHyZdoHQzJekuRJN76ZprpgNU0DV6vFysrKzhy5LBuB+yj1Xk43lCQqalmJTWRQPDnP2eeCADpsPPent70+t3mJnDgoGgarsfj6IlG4FhZQf3MLCoCAQj30DGr8DxmCgowUlWJSEEBHj12bF+d4Eh2mA7E8LNrs8yFoyxLuHbtOkxaEtWmOJKxMPqUEozCDW0tTsxsFCDc43mW0zRUqnNoEeZQ7i7A6ddeRXFx8X3/Pg8bFXZ3IPn9WP3pTwFl4wdmIpnA1W+vwuGwo729gynehLxc5H73u+CM7MJnQrJJNCnjv38zrdsBOzIygtnZWbS3tyFP5451g9uOV9tL6OJmG5RIFMGf/RRKkM2xW1jwo7+/H+Xl5XBWVeHzcBihRALNg4Oon5gED4Azm++rOUvlOAyXlWGgoQF55WV45fTpfXGCI9ljq6Ue0cUpRAa/wopmxQ3UIIKNS544joPFIOB+PmZsWgzt2jjKrSq+/+Yvoaqq6t6/2R5wIAq7e1lUzKVSWHnrLajhjd1/qqbixvUbSKWSOHr0ERg2hQ1zBgNyvv89iLRmhWQ5SVHx06szmAuy0Ruzs7MYHh5GY2MDSkvLmPESlxm/fLQcBoE6wbdLCQax+pOf6m4hNjs7ixuzs1ioqoRrdRVHurrhvD1Lk+PWizvHr/wKnH/tVwEAi7/120h1dW17DiGrFVdbWhArLcUvfv97WX+CI9nl48EF3JhaXf93ObiA8MBlTEtWfJGsAAQDRJ1HrzzHwWwUwAFoKLLhheZCtJU4UOIywW4SwXNANKVgLphE92wI53v9mArEN34PTUGnNooaUxw/+P6bWf23v68Lu3tdVGyyWtFkt6M+noBz0x/R8PAw5uZ8OHT4MJwOJ/MznadOwqTTok3Iw3CvUQB3ijUJBJbR09OLsrIy1Nfrx5r8pUcrYDPR47ydkpeWsPqzn0NLJjcc90kSLgSWUTDrw6NdXdDtLeY4cBYL8n/vX8Hy1FPQVBVzv/wmtB3uNSvzPL72tCJQWYlf/sEPsvoER7KLqmr4ixuzmFyOQYmuINT3GWZSFlxRayGrgCzLEEURgs7daaPI41+casArbe67/pxANIVf+v98yxznNBWHtBHUWZP41b/8g6y9a70vP3l9Ph++uHQJ48PD97So2JfjQl9ZGbrMZpSZTDhstaFQFOH3+zE7O4vGxgbdos5y6BAVdWRPuHlRc+coABkiEsgf98OmfbMhCkByVWJ4id3CKhKJwOvtQ35+Purq6phxo8jjFw6VUlF3j8SCArheexXBs2ehSen//ZdkGR8GV1Hk9+OR69ehyTIUvZObpkFLJGBYK7aVubkdF3UAIKoqnuz14ksAP3/rx/hLv/pXs/YER7ILz3N4pb0EP/pqHJNd32AxZcA3ai008BB4QON5yLIMzmAAv+nZ699/tma9qIunFFydDmIqEEMkqUDgOThMIirzLOgsc2JiOa7346FxPLpQB3NsAGfPv42/+df/WlauN82+Gd+BLMu4fPkyvrl8GfalJRyenEL50tK2FxUbFAX5KyvIm5tDy+AQZovdGKmpwfncXDQZjZCGh1Bc7EaJTq6OobQEtqee3O1fiZAd8fl8uHT5MoZHxxGV+bUogIp0FAAEYIsGMgEK7HIMhaEVLH7+DQz4EsYcNyzlrRDs6R0kUqkkenp6YLVa0dLSwqyd4zkOr3eUUlbdfTKUlsJ56hSCb78NRVHxWTgE2/IyHrt+AwLPQ77DyY13OCAWpVP9U8PD9zwHXtPwuLcPn5lMeOfsWfzq3/ybWXmCI9nHbBBQmpzCUCyCa2oT1Ns2yBJFEZosQZYkGAyG9c8gp1nEm4fTHd3zoQT+/lu9WNSJUAEAs8ijoWjrXFmVE9CNGrj8/fjiiy/w9NNP7+Jvlxn75p06Pz+Pt8+excrMLJqHh9EwOwt+h0+ZNU1bfwQiqCoqfXMon5vHcHUV+urrYaiqQovbDQ6bPkytVjhOngJHYZ/kIbl5UXPpqytYTBkwhgoscPlQt7nGTeEEBDkHAqodPVIxSrGC+uUF5K1+AmtZI8TiRvT09AIA2tvbdINtn28poqy6XWKsrobjhRfx8Zm/QCiRwLNd3RDXLlBFUYQsy5DWTm63F3eGxsb1f5aGR+5rDqKq4mhfPz5xOrP2BEeyj8/nw7dXr2JIK2EaJQBAFA2QJAmSLKeLO6TX1Ylrn3XfTq7CH04yFz03JWQVPb7wHecQ5azoV0pg+vJrNDQ0ZF0M0L4o7CYnJ/Hzt96C1TeH7/T3w3kPjx8ApIu6TcUgp2moHR5B/qwPPUeP4L1QCM+7clB6s2mC5+A4eRKCnXaWIA/H/Pw8zpx7G7MLS+hXSjDFl0C7hxYxVdOQkBUAPGaQj1k1D3WqH63Tg1BnRqHKdrQfflw3q+6R6lzKqttlAYcdvWvdr7c3SnBYK+6k9J0L8bbizth0q7BL9vXd9xxcsRiahoZxxWTKyhMcyT6XLl/GYsqAGaEURk5jYpY4AAZRhCRJkGUZBlFEIHqra/+Ux41gXMY7vQuY1Wn82q4pvgRlqQA+v3QZ3/vum/f8fR6GrC/sJicn8dMf/Qj5k1N4rK9v/ap2p9RUClhbf2c9eRL5v/s7AICl/+3fYPVnP0NeIoETX1/BlcOH8IGm4cWcXJQaDLA9+SSM5WxXICGZMDk5ibd+8lPMxAT0cC2ICne+Y9bstuP1DjfaS50otBsh8ByCCQnDC1Gc6ZrHR4NL61+rgcMIijGbsuMoP4laUwhmJQZgY15dg9uO4/WUVbfbvrh0CY7VVTTohBdzAESDYe3kJsFgMIIDYLztjl2qvx+aJMH20kuwvvA8DDU14B0OKIEAklevIvzf34KysHDXeTTOzmK2pBiXL13Cm9/97i7+hoRstLKyguHRcYyhAhrHwSBwUDVA3hQ5xnEcRFGEJMuQFQXjyzGc7Z7H6Y5iiDyHv/xYOf7yY+VYCCfR6wvj6tQqPh5aRiy19Rr7zTSOw7jmRuHoGFZWVrJqd5asLuzm5+fx87feQt7kFJ7wenf86PUmTZYB6VbFf/tVb7y/D4IggOd58KqKJ65dx1dHgA85Dm+0t6Pg8OH7/j0IuReTk5P40Vs/wXjSgi6uDuqdttPhOfzGd2pwuoNdBF9oN6HQbsJTtXn42fU5/K/v3VqbpagqVhUjLnFNeFyeAD9wGY7mYxBd6XVcxS4zTnqKKatul62srGB8eBiHJ6cgiCJUVd3wGQWs3blYK+5uPpa9+ShWmpmBkJuL/H/5uzC2tGx4nVhcDPHVV2F55hks/+6/ROoud/Z4TUPd5BRu5Odn3QmOZJeuri5EZR4L3K1cTJPIQ9M0KOrG8zvP8xAFAbKigOM4/J+fT+BopQtjSzH8929mUZlnQUuJA0/X5+O5pgL8j09X448vT+HnXfPbno+fy0dUnkF3dzeeeeaZXfs9H7SsDZmSZRlvnz0Lq28Oj/f13XtRp6rQUhsXWRqbmtJjkgRpdGzDeiJe0/DY9RuwLgfwyfIylDt02RLyoMzPz+Otn/wM4wkLbnD1dyzqAOCfvli3XtSlZBWfDC3h//fFFP7zF1P4Yiyw/nW/dLgEh8rTHd+qqkKW5fTfPy/iilqLGdmG8NCXUKIrcFoMON1ZSll1D0BXVxcMsRjKl9J3UHmjEdBpXkgXdyIADYrRCHGtsUsNhVD4R38IQ1MT4l9+iZU/+iMEfv/3EfzhD6EsLqa/p92OvN/5HXDWu6+LrFhaghiLobu7e9d+R0JupygKrt7oxoSaB5Xb+JliMgi6F4+CIEDgeZyoy8WPf+0RfDS4hH/8Ey+uTK7iJ9fn8K/fGcKb/99vcXk0AJtJxG88V4u/9kT5tuekcjwm1Hxcvd6VVef6rP1Evnz5MlZmZnG0v/+eH79q0Nh1dRwHw1pkSWpsDCKAzX9Ooqbh6OAgVnw+fPHFF/f2CxByj2RZxplzb2MmxqOLr4PG3fltfKw2F6da03fYpgJx/I0/vYHfe3sI//XrGfzxF1P4jR/34j98Or7+9Y/X5ELTNMiyvH5VDAAaeHyj1mIpZUBs9Fu81lZEsSYPgKIo6Ll2DZVT0xs6+nmTaYvijoMoGmBsbFzffcLU2grOYMDiP/rHWPqnv4XIj/8csY8+RuRH/x0Lf/d/hDyXfrwr5OfBdurUXeckqCqqpqfRffVqVp3gSPYIBAKIxeNY5Ng7whwAs4FnT8YAXmh14999tx1fjwfwhx+NMePBuITfPTeA2dX0eru/+lg5ynPM257XEpeDaDyOQCBw9y/eI7KysPP5fPjm8mU0Dw/fc6MEAGjJFLCpKBQrKsCvXcFKQ8N6f0fgjEbkJBLpRcWXLmFujl0DQ8iDcvnyZcwuLKGHq7nrnToA+NUnKgCkd5L4nbMD6wuKZVWDtLYw+YP+xfWvt5lESLK0vo7ldip4XFOrIMUjGOy+ulu/ErlNIBBAIhpFic6JhDeZgC2S9y2trev/rskylv7nf4bk1Vv/jbRkEpoiQw2HEfrhn6wfNx09uq15lSyn55VNJziSPfx+P2RFQ4TTv4PMcxzM4sa//Zp8K/71681QVeAP3h+GJMvQe3YXTsh4pze9XZko8Hi6gd0CcSthzgZZ0eD3s9ud7VVZWdh9cekS7EtLaJidvefvoUkSILMBrOJtAcPS8BD7QoMB3NrJrnF2FvalJVy+dOme50HITvh8Plz66gr6lRJEt/gAvF1NvhVN7nSzw0eDS5haSQdzKqqGpHTrzovZcOsDcymU/hpxLUpgs5Rox4Bags+//Jouah4Av98PTZaRE2F3/QDS+8JCJ3nftLaEBACCP/4xkr29zNdoa4vQE1eurB8Ti++e1A8ArrXde7LpBEeyh9/vR5QzQ7nLWmGjeOtv/3dfaYTZIODjoSX4IxKw9qRhM5MoYPK2LcR2csdO4QREOXNW/d1nXWF3c1Fx/eTUjtfVcSYTbL/4Cyj4f/xblPzspyj74H24f/hDOH7lV8AZjdA0DWLjrcIuNbipsBOE9FqXNTcXFY8PDWFlZeW+fi9CtuNmFMAUv73YiSOVtyJIPh9J32m5FWtyy811dQDg9YVgEPWLOoPIQxQ4TPElWEwZ8Pmlyzv/Jcgd+f1+2OPxLZeYcNAv7m42fWmShJU//VMoirLh7gVnNK5/fmmxGNTwWpbXNoOHDYoCezyeVSc4kj3m/QtYVu5ecBkEHqLA4/HqXLSXpT+3PuhfhKoBENKNRvLacgGO42A2CBCFjZ9mtxeH2xFQzJhfWLz7F+4RWbdAZvOi4u0ydnYg77d+C0LBxlgGY30djPV/F5Znn4HvH/wGzM3pDjJNliGN3BbwyXHgTGx+V8XSEnrXFhVnU9cMyT6bowC2o7X4VjSJdy4MDUBCUrH5ecXpznRjRVJW0OOLbLFQmYNxrVEim6MA9rrF+Xm47vK4k+M4wGyGFo+n1wibTBAr0o/c419+BS6wAmXtwlcUBHBGI7ib2Zs3rf27Gtj+RakzsILF+e13Fe41N7dGv32L9M3Hdvr/6XvszvdYXF5GUjVAUjd2f+vhAZzyFK7/+9XJVWhrXbMaeEiSDIHnYDUacfOjrMB+66bM8ha7UmxFgohEInn3L9wjsqqw22pR8d2YH38Meb/7u+sfbIkrVxD/4gsogQBEdzFsp1+HqbUV+f/oH8K0dtUrT01t2IibM5n0T3a3LSo+fvy4biI/IbtBLwrgbuoL08HZi5EkVmISEpKy4QMYAH7waBlaih0AgLd7/EjpvLV4nl3fkq1RAHtdMh6HRedx0mY3izs1HoextnZ955vEtWvgOA6CpqVDjDkuHZVyW1yKWFgI3py+O5KY8yG6zbXKXDyO8bEx/Pt//+8BZF8BQfYuWeMgKUVIyFuECnMb/h8Ol6efRgTjEhYjG1+jahoEDrj9lN1QeGsTgZnVnQUXq+DW7wJmg6wq7O60qHgrYkUFcn/7t8EZDFDDYSz9y3+F5DffbPia4M9+huL/9B/hfPXV9WOpoVuPYTmj8Y7bhZUsBzC6tqi4sLBwy68j5F5tiALYZryIUeBRnpvekmd4IYqkrEK9LQvKJPL4G09W4m88lb7TE4pL+C9fTjPf5+bjjM1UjseEko4CoIua3aMqyvaXmXDpDQ6Nt62vk6emNn4JsOGxLQfA9uij6/+e+PYqBP72jsOt7wYLAExGI+rq6tZ+PHdP//9+XkvfY39+j//8wz/F5IwMh8WBuxF4DsWu9IXJYji14bNHU1UIAg8FPJKyCtPaY9ejty1LuTETvOvPuB0PDaKQPeVS9swUd19UrCf3t38bvM0GTVGw9M/+OZI3bmwYVzUNUjiMlf/j/43iP/rD9ePr6+tEkX2Escnti4qpsCMPwq0ogIptv6au0AqBT39w9s9HICsqHqvKwZHKHNQUWPBYVS7s5vRHQCwl45/9RT/mQ5seN3DpmIGtTvXpKIBFuqjZRbwgQN3mo/abTxWMLc3rx9RoNB3oinQDTLpo49IdtWtcr76Sfr2iQLl+HWbz9haT8wYDCgoKcGobESmE7ITFbIKI7d1JMxu49c+22z+cOE2DpqnrjV+ykr6Yfaoud70QnF6JY3plZ3fsDJBhNtvv/oV7RFY1T9xtUfFmlqdPwNhQDwCInj+PVH//hnuzGtKZYDzHIXX9OrTbbrWmBgcBngdnMm7+tgxaVEwetLtFAeipu+3RQ/9ceqH8X3m8HH/rWCWeaypcL+okRcVv/rQPVyZXme9hFoUtN9MGsjMKYK8zWSyQttHQoCaT69sg3n7HTiwqggINvCiCv3knQ5ahJhLQoMHo8cDU0QEAiH34IdQdNH6lRBHGbRaBhOxEsbsI+cLdCy5JUZG4bb1IqcsMkefAc4CqKhCFjZ9ZqqbhbzxZuf7vf7GDnSduyhMSKC7KngvXrCrstrOo+Hb2N9Mb92qyjPBbPwYniuvdZOmiLt0eLQDQUikoax9wmqpCGhlJr6u7w2OJ22X7omKyt20nCmCz+tsKu+HF9CbyN6NPbmcQePzh99rwa8cqNxw3icKtq+ItZGMUwF5XWFyMYF7eHb9GTaVuxTUZDDBUV6+PGR85Co4XIAjCxk8vRQE4Hjn/4O8DSH/mhf/sv+1obqG8XBQWs9vSEXK/3G43bFoCgrb1WjZF1ZCSVYQSMlZj6TWjVqOA43V5UNcC1TcvCfn141XoWOuenV1N4HzPzj6rBE2BTUvA7d5eLNBekFWPYre7qBgA+Ly89R0kktevQ11eBoB0MrvFDCUagyLJEDlu/bEHb0ufCKXpaSTjcd0g0Ju4Tf8iJJPwz8/j448/BsdxW/4fgDuOb+drMvE9HuTPuHmcbN96FMAOlrHVF6bv7q3GJATjMgwij1f//dewGAQU2kW0ljjwWkcJjlbmwCDw+NsnqhFOyHjrqm8tUmB7/42yLQpgr3O73bhqsUASBBh0Fmwze1vX1a1nawKA49VXETt3HtLAwIbX8Xl5KPjX/3q9CFz9j/8Jyg4KckkQELFYsuoER7KH2+2GKHCwyzEEOXadnQYgKd+6U/fV+ApOedI76vyTF+rQ5wtiJXFrXOA5/A/Hq/A3n0pfsEqKin/7wciG77EdDi0KUeSy6u8+qwq7nSwqNnV2rm+vk+zq2jDGYVO7jKZBcLvBW9ILzVMDA9AUBfr/+bUNURE3/1GTZUTCYVy/fh2apm34v/SP0O74f7d/zUGQDQXoXiqU5xcWkFTMSCm32vTTL9EvvjgAtQXpwm5oIQxZlsCDg6xpCEQlLIZV9Puj+FmXH79+rAr/07M1AIBfebQcP7kxt6Ocp2yLAtjr3G43OFFE0GZDQSi0YUxTlA3d+gBgWOvkB4DwO+/A8corKPqjP0TkzBmkvH3gTCYYW1pgO/kSeEf6hBk5dw6xd97Z0byCNhs4UcyqExzJHnl5ebBaLCgMrSAItrDb3NH/n7+YwnNNBTCKPCrzrPjp334cHw4uwRdMIN9mxDMN+ShZW1cnKyr+t/dGcGMmxHzfuynQVmGzWJB3l7voe0lWFXY7WVQsFBWt/7M861v/Z01L7w/LaxoEUYSqaRA5DtYnHl//GmlkBCaeTz+K3Wann2gyoaKiAr/6t/7WNn8bfVsVgnrH7qd4fFjfI5vnqarqQ5tnJJaApBg3FHab/nLSFxlrn3sVeVZYjem3d9/sKuLxW2tXNI2Dxt1ah/LHlyfx/UdKUWg3oTTHDKvIb3FRoy/bogD2ury8PJhtNszl5W0o7DRVZYo6ADA03irsVv/DfwQny7CfPg3nD37AfK0mSQj/6EcI/7f//47nNZefnlc2neBI9hAEAUcPdWD50rcY08qh3rYHdmpTRz8AjC/H8C/O9uP//nozLAYBTosBv3iIDW6fXU3gf31vGL2+8I7nxGsqqvllHD38WFZ1/WdVYbfdRcUAIOTmrP+zlkp/GK5/MKoqOKQ7xiRJggzA/tpr618vrXXEaskkYDav3/m7k91aVEyPKomeP/4vP8TYtAy7sL3OrM7qW1l3E6sSHA4HAC39GEJSoMkyVFUFv7beNBCVUGg3ISWriCQVmAx3X193U7ZFAex1giCg/cgR3FheRuvUFISbFxSJRDqM+DYaAOPakhMlGARWV7HyB/8WyWvXYPuFX4ChthacwQBlYQHJq1cROXcOim/n28ApPI/JigocOXo0q05wJLt0dnbi8ldXUCQtY55LNysoqgZJYS81VU3De71z6J8L4a88XonHq3NR5DBC4DmsxiT0zUfw5VgAHw0uQbnHB2FubRk2g4aOtWajbJFVn8aFxcUY3ObV4u0drkKRW/eDkQMgiiKEtjaYDx9eP76eYbd2dw9m810LrVBeLppoUTF5QCym7UcBAJsaJ/zpxomkrEFWNPA8D4MopjfMVjkYRB6Va3l3g/7I2u4UCszbLO6yLQogG3R2duKby5cxU1CAyoUF3aIOSC9Pmf7rfyP9OXbbBWjs4oeIXfwwvQ3iLlxwThcUQLZas+4ER7JLbm4uGupqsDgwC79WAAVgtj8ENiZa+MMS/t3F0Q3jHMfBYhS22fqoj9M01MCPhrrarNtZJ6u6Yt1uNyJri4rvRvEvrP+z+cjhdGGmc7dPcDjg/uf/bP3fZZ8P2u05eVs8/rgdLSomD9p2owBuutk4EUnKmA0mkJAUyLdd9fI8D1EUAU3B0/V5sBjT76mvJ25FXyRkBapOMbFZtkUBZIPc3FzUNDRgpKoSytpThs2UtT0xBUHYUNStW1tOcr9UjsNoVSVqGhuz7gRHss+J48dRaJRQqc6lnzDofATJsgxoGkSD/r2pO2VvblelOodCo4QTx4/d53fKvKwr7G4uKr6b24OIzceOwdjRkd4A+7aiUCgoQOG//QMYqqpuvW5TJxkAQFHS8QJboEXF5EHbThTA7W7esbMYBNQXWqHqfDgKPA+LUcTffboaQPqRx5nbM5609L6ydyrusjEKIFs8dfw4wi4XRirKmTFV09J3LHTiHQCkd6TYxpOG7RgqK0OkoADHjh+/7+9FyN2UlJTg+BOPoZHzwaqyW90pigJVVSEaRN04MpPI3zF7cztsWgwtwhxOPPk4SkrYdXt7XVYVdrcvKr4beWoKia+/BpCOOCn4/f8Frr/392A9eRK2V19F7j/5Jyj+s/8KU3s7lLUoFABI9A/on8gkKR0zoIMWFZMHbT0KQLv7np4us4hCR/pOjcBz+L+91pS+g7fps85pFvHv3mxHozvdgfbn12aZnSc0TUNCUvWeAgJYiwIQsisKIFvkzM6izWzBQFMTQrddzGpaeg9YnuMgiiJ7atvFoi5otWKwsQGPHT+elSc4kp1c1W0wWOw4wk/i9lYuVbt1l5rn2PJFFHiI29xycSu8pqBDG0e5uwBPPfXUfX2vhyWr1tjpLSq+k5X/1x+i4A/+AIaKcnBGI+ynX4f99OsbviZ++TJSff1w/fqvAQCSg4OQZRmGtS1JbqelUunHG7c99qBFxSQT7hYFcLvbd5wAgLIcC/7krx3G5dEAhheiUFQN1flWnKjPg82U/gjongnif/9gCKrGg9/0WE/TNMQlRXfNSjZGAWSDxOAQol99jcMWC6aSCVzr7MDxr76GoKqQZBnguPVtkzbjjMZtNXzdjczzuNragryysqw9wZHs4w8l8NlIAPb6R6H2fYZHU2O4otamu++l9F1qUedcy/Pc+r6w94rTVHRqoyizqjj92qvp5SpZKKvu2AHpRcWS1YqZgoK7fq0aCGDxH/wDhH/0I0jTM9BSKaixGGSfD9GLF7H4m7+Jpd/+n2Gorbn1mrFRYO0xB3OTYq0B4/YsHVpUTDLhZhRANR8Ar935gub2xonlaHoJgUHg8WxjAX79eBX+ztPVOOUpWi/qLngX8A/+vBdJBZBkWfeOdfrOnbLhPXErCqCTLmp2kTQ7i/CHFwEAAsfhaYcT0fx8XDl8CKm1tUUGvTt1WCvqduFkpHIcvva0Il5SildOn87aExzJLglJwfnuOSiqBsGWC0fjkygXo3iMH4MmpdIXNHp/ixzuu6jjNQWHtBHUmOL4/pu/hOIsbobMunfr+qLi5WVULC7eNbBYi8UQ+uGfIPTDP2HH1tLbl//V72H5X/3e+vGbMSiKorBXBmvFHWex0KJiklF6UQB66ovSjROSouLX/6wLv3S4BE/U5KLUZYZJ5BFda6jomgnhfI8fg/50s9DNTllZkiAaDMw6FVVNF3cWQ/o9ka1RAHuZvLKC4DvvALc1uhSIIp5zuXBBlvHNI0fxWFc3OL3PPVEEZzDc/xx4Hl97WhGorMQvf/97WX2CI9lD0zRc6J1HKH5rVxXRVQRH8zEU932Op8URXEcNomD/xu+2p/Xd2LQYOrRxlFlVfP/NN1F127r7bJR1hR0AHDtxAv9tZATDZWVompm55+/DGQzQVPXWnotrbq5dkWUZHMexHWeqCjWZxFBdHSIFBXiDFhWTDNgcBaBt8UFWV5C+YzezmkAgJuGPL0/hjy9PbfgaSVGR0tlaxyCK6WxHSUovR9iquBP5rI0C2KvUWAyhc+eg6ezikZqZRfHiIpaqKvGF1YojXd1wRqO3vkAQwO9CB2zQasXV1hbES0rxy9//Xtaf4Ej2uDIewPhSlDkeSGoYSzpRb0/i+dQg+pQSjMINbe2etUHgt525uRmnaahU59AizKG8uACnX3t1X1zIZGVhV1JSgkePHcM3iSRKAgE4Y3dfUL4VzmRKF3eb1uvxPA+B59PFnc7di5DZjIG6WjxOi4pJBp04fhzDY3+GyuQcJoVSZtwgcKjMS2fSjS9t/b4wCOlgYkmnuLt5x1qSJRhEtrhTVA2lsg+F5uyMAtiLNElC8O23oQTZLY/m5+cwOTmJjrpaWPIL8JnRiE9OHEfz4CDqJybBrzVL3A+V4zBUVobBxgbklZXhjdOn98UJjmSHyeUovhxbZo5Ho1EMDg6hwF2O/KYGJGcH0OEbQrm8ghG1EPN8/o62P7yJ11S4tWXUwI9Ck4QTTz6Jp556at8sOcja3+LYsWMYGRzE1VALTly/DvEujRRb4QDAbIYWjzPhxYIoQrt598JoXF/TIvM8rna0w2k04mgJe3Il5EG5GQWQvPQVlrQcRDnrhvHqfCsMa11h48t3vuAxCjw0DRvy7YD0375hvbhjG4kciKOZ96G0vpNO/rtA0zSEL16EPO9nxlZWVjA4OITS0lKUV1SAA4c3cnJxPR5Hj8eDmbIy1M/OomJp+a7NZHoUnsd0QQFGqyoRKSjAY8eP76sTHNn7QgkJ7/bOM533iiLD6/XCbDajsbERHC/AXNEGQ24pjLP9yF+dhow5TCj5WOJyEOZsULit1/oKmgKHFkWBtopqPr2MpKGuFieOH9t3N2ey9t0riiJePX0a/301iK9TSTzZ673rerutcBwHmEzQkokNYYi3bzsmrT2a0jgOVw4fQiw/Hy87nIh/9BFM+XkQqSuQZMixY8cwMDSC9vlxXEEz1Ns+zG4+hgXufMfuppsLjnWLO1GEJN/62+cA8FBxhJ+E2ebEiqMGl0eWcbzh7o1MZGvRL75AcmSUPR6NwuvtTT+Cb2hYz+wSOA6PWK2oslrgbWjADbcbvbEYqqanUbIcgCsaheEOe/dKgoCgzYa5/DxMVlRAtv5f7f1nbKRXui/6/d9QOTEXizmHCmQHSS2plaWW1EGardmz92D7Ahc2/MHwdYLtA9iA/el+Mg5wgXN8joFzYd9j4FzfM2eHGc2Muls5q5U7sBJzDlXFVKyc3uAP7G6JXC+lDmQ1i3x+wAB7r5dhscViPe9613r+ZnT29eE39PSBlJmsqLjqjyBX3P37qmJ8fALFYhGnTp3acThLsNbANnAWr/bYsDY/ges3R5DJrUGSVWRgxKZsRAkiFHDgoUIHCTVCHhbkIYocLCYTTp98AkNDQ0d2Gwmnqg9YDR0S8/Pz+OMf/oCahQWcCYUfeOUOAFRJ0kyZUFQVpVIJqijixuOPYcPlwrmqajTd3qgsOByo+vu/25foHkLuRTQaxX/6n/6A6awBt7geqLd7Ov1vX+jA705uryL/V//fG1jeure0inxJhqzRxVi9/bvPcRx0OgFn+Bm06HOwu5+DYNn+o/hMbx0e76AbmweRCwSR/uwzZrxQLODmjRsQRR1OnDzBZvFyHOwXzsPQ1YV4PA6/3w//9evIZzJQJQnWXA72zTj0kgReVaBwPIqiiGRNNdImEzhRhNFiwdDp00f6DY4cbp+Or+LWwhYzvry8hMnJKXg8HtTXswfFfv43R5ZlbG5uIhaLIRaLIbq6hny+AOn24Uej0YDGhno4nU44nU7U1NQc+VP8FV/YAdvF3dv/+E8wr6zg9OjoQ+25U4pFoFRixuNmM677vMjW1OLV2tq7Rd0dutYWON58c1/6RxFyL+bn5/GHf/wXzBZMGOG6oXAC/s3feXCixYF8Scb5f/+dVhrPnnIlGYpGcaeoKtRSAU/qFtBqyME+eBaivWHHx7wy6ISvxfGQP9HxUpybQ+LyFSYDVpZl3Lp1C8ViAadOnYZB41CE9blnYRoeZj7v529wa9Eoivk8ZEmCIIrQG42ob2w8Vm9w5PAaj6ZwNRBhxpPJBG7evIWWlmZ0d/cw17sbrHhjyLUvDbiPqiNR2AHbKxhX/vpXxJeWMTA5id7l5Qd+NKvk88DtRxkKx2GyowPj/X0wAKiZn8djvX2ora1lPs90YhjWZ599mB+DkPsyPz+Pf/yXP2EpyyPAdeK//DcvwGYUMR5L43/1n/339bVUbK/c7S7ubMjhJD8Hu5pBytaOnqEnmD+qHAec97rQ3/jLzZPJNmltDVt//NPdlkt3qKqKUCiIeHwLJ0+ehNVqZT6X/s6QSreRLuC//LDInMwvlYr48cfrMBqNOHFiGNyudIkqsw7/8EQbjDq6IfklR6awA7aDga9du4Yfrl2DdX0d3fMLaF1fv+9NxaqqQioWsdTQgOnODqSqq+GzWHHCZMRYKIStrS2cPHUKFjObWWt7+SUY3e79+pEI+VXRaBR/eecKllfXMSq7sMC79myF8mtUAPmiDEVVwUFFN6Jwi1EYLXaUansQnFpAY2Mj+vv7sDujTOA5vDnchI66X89yPs7kdBpb//TPUDJsa4epqUksL6/A6/Oitoa9edR3dcJ+/jw9GSAVqygp+C8/LGAjvTN/XVVV+P1+ZDIZnD7NrlSLPIffP9GKBhttefo1R6qwu2NlZQVfX7uG2YkJiA+6qbilBSVRRLPBiJNmM+pvnxKTZAk3b9yAqqo4eeoUdOKuZokCj6q33oKONiGTMrpzU/PVt99jrajDLJyIcbVQNPIUfw2nKKiW1tDNraJGLMDc1AdD8yA4XkAsFsPo6ChaW1vR3d2F3cWdTuDw1qkWNFeZ9uknO1qUYhGJP/4R0jrb2mFpaQlTU1Po6+tDUxN72l5saEDVW38DTq8vx1QJ2XeqquLdYBTj0RRzbXZ2FgsLCxgeHkJVFbvn85zbCW8zbfe4F0eysLvjYTcV99tsEK59zXzdXC6HGzeuw2azwecbYh5L8WYzqn7/9xA0HqMQcpBWVlbw1bWvMTk9g4zEYU55sFYAZkGBYHdC1zQAwbrzYMSdjc1dXZ1oa2Mb2Bp0PH53uoXurHdRZRnJK1dQnF9grq2vryMUCqK1tRVdXd3MdcFuQ9XvfgfeQquhpHLdWtzCp2OrzPjGxgYCgcCef1O8zQ6cczvLMcUj4UgXdnc8zKbizDffIPvjdeZr3ika99rgKTY0oOq3b+1LxA8h9+vO7+d2K4DcdisA7hdaAah5iMKdVgDDGBoaQkkw4Z+vL2kmVMzPz2F2dg59fb1oampmrpv1Av7+sVZUW2h1CdheqUh/+hnyoRBzLZlKYuTWLdTW1mLQ7b7b1uQOzmBA1d/+FqLGvl5CKkUkkcM//7jEnL7P53P48cfrqKqqgtfrwe6nAA12A/7+sda7/TnJrzsWhd3DUFUVyctXUJybY67dWbkYGBjQbNRq6OuD7dVzdHqHPDIP2wpgKZ7F2zeWITGnZVVMTU1jeXkZg4MDaGhg76ZtRhG/f7wVNiPd3GRv3EBGa/U/n8PNGzdgMpkwNDwMgd+1qspzcLz5JvStrWWaKSH7L1uU8J+/W0AqvzO+U1EU3Lx5E5Ik4fTpUxB3bW0y6Hj8V0+0w2GmvyH3gwq7e6AUi9j653+GvBnfMa5CxcT4OGKxGE6cOAm73c58ruXpp2A+fbpcUyVk382uZ/DXWytQmD8VKsbGtn//vV6v5knxGosef/9YK0z643uKrTA5ieR77zPjJamEWzdvQlEUnDx1Cnodu7ppe+VlGAcHyzFNQg6Eoqj4861lzGsk4UxMTCAajeLUqZOwWtkT9W+eaEJ3PW1pul+0tnkPeL0ejosXwRl3ntLhwKG3tw82mw3BYBAFjebGmW++RWF2tlxTJWTfddZZ8JrXCXbhmUN/fz9qa2sRCoWQSGwxn7uZKeLtm8soSHsfWjrKSpEIUh99xIwrqoJwKIRisQjf0JBmUWd+/HEq6kjF+3Z2Q7Ooi0ajWFlZQW9vr2ZR90RnDRV1D4gKu3skVFXB/tpr2P3uxvM8PB4vOI5DKBSErOx6A1NVpD74ENLmZhlnS8j+Gmi046WBBmac4zi43W44HA4EAkGk0+xpt1gyj7/eWkFJfvBUmEokb20heeUK1F1F7Z2V/kQiAY/XC7PJzHyuob8P5jNPlGuqhByI2fUMvpth3/symTQmJibgcrk0Y+xaa8x4qov2lD4oKuzug76tDdZnzrLjej28Xi/S6Qwmxieg7ur3rxaLSF6+st34mJAKNdRShbM9bC4sz/Pwej0wm83w+wPIaiS/LMVzuBqIaMaWHUVKLofEO5eh5NjX/ML8PKLRGAYGBlDlqGKu65qbYXvpJdqbSypaIlfCe8EoMy5JEoLBEMxmM3p72YOHVoOI895G8Dz9/j8oKuzuk3F4GEY3+3jEZrNhYKAfsVgMS4uLzHU5kUDq/fehPkSWLSGP2uMd1TjdzvaYEgQRPp8POp0Ofr8fhQJb0MysZfBhOIqjvq1XlSQkr16FvLXFXIvFopidnUNXV6fmgROhuhr2C+fBiSJzjZBKIckKrvgjyJd2b8FQMTY2hlKpBI/HA37XYSGe43BhyAWLgX7/HwYVdveJ4zhYn38eOhd7CrahwYn29jbMzMxgY5NtQFpcWNQ8GUdIpeA4Ds/21mk2CtXpdBgaGgIAjIz4USoVmY8ZjaTw2cTakS3uVFVF6qOPUVphMzC3trYwPj4Ol8uF1rY25jpvNsHxxiXwRur/Ryrb5xNriCXZm7vFxSWsr69jYGAAJhPbxPyZ3jpqbr4PqLB7AJwown7+PHiNBsQdnZ2oqanFaDis+Ugqd+sW8qOj5ZgmIQeC4zi8PNCAXif7+28wGDA8PAxJkuD3ByBJEvMxtxa28M0Me+NzFGS//RaFyUlmPJPNIBgMwuGoQm9fL9urThRgv3gRgoM665PKFl5Jwr+UYMYTiS3MzMygra0NdXXslo5epxWn2qrKMMOjjwq7B8RbLLBfuABO3LmUzIHDoHsQBoMBwaD2G1vq009RirJ7DwipFDzP4XVPI9pr2Y3/JpMJw8NDyOVyCAaDUHYfKALw3cwmbizEmfFKlguFNJuZF4tFBPwBGAyG7cdPu2PeOA62c+eg0+iFSUglWUsV8MlYjBkvFgsIhcJwOBzo7OxkrlebdTjndtK+0n1Chd1D0DkbYH3pZWZcFER4vF4UiyWEw2H2sZOsIHnlKuR0ukwzJWT/iQKPS0NNaKpiHx1aLFYMDfmQSqUQCoWhquze0s/H1xBaYe/sK1FxYQHpzz5jxmVFRjAYgKIo8A35IGrsnbOcfRqGHnYTOSGVpCDJuOJfQUnedXhQVREOj949Qb+7eNMJHC4NN8EgHt9el/uNCruHZOzvg/n0KWbcbDLD7XEjHt/EzMwMc13JZpG8chVqqVSOaRJyIPQij9+caEadzcBcs9sd8Ho9iMfjGBsbB8Duq/swHMPUamXf4Ejr60i++x6gsG9oY6OjyGQy8Pl8MBrYAtjo88J04kSZZkrIwVBVFR+EYohn2fez2dkZJBIJuN2D0OvZfo0vDzpRZ2X/fpAHR4XdPjA/+ST0HR3MeE11Dbq7e7C4uIhYTOPY9+oqUp9+emQ3kpPjwagT8NbJZlRpxP5UV9dgcHAQq6urmJycwu7iTlWBq4EIFjQamFYCOZ1B4p3LUIvsQZGZmWmsr69j0O2GzcY2YNV3dMD63HP0+IlUvBsLW5o3aOvr61hYWERXVxccGq19hlsdGHSxiU3k4VBhtw84noft1XMQqtk2EM0tzWhsbMT4+ASSqSRzvTA+gdzNm+WYJiEHxmoQ8duTLbBqtCmor69HX18flpeXMTs7x1yXFRXv+FcQSeTKMNP9s92f8jIUjS0Vy8vLWFxcQk9PL+pq2Y3iYn097K+9Co6nP8Gksi3Fs/hqcp0Zz+VyGBsbQ319PVpbW5jrjQ4jnuutL8cUjx36q7JPeIMB9osXwBnY2LG+vj7YbFaEgkEUihqxY19/g+LcXJlmSsjBcJh1eOtUM4w6dq+My+VCd3c35ufnsajR57EoKfjzzRWsp9nXx2GkKgqS738AaW2NubaxsYGpqUm0tragubmZuc5brbBfugRO47EUIZUkU5DwbiDK5EgrioxQKAS9Xo/+/n5g1ylwo07ABZ8LokAlyEGgf9V9JFZXw/763rFjAIdQMAhld5NiVd1+k4gfrVOC5Pipsxrw1slm6EX2T0trayva29swPT2NaJTt85YvyXj7xjISGvt0DhNVVZH+4gvNm7FUKoVwOIS6ujp0dXUz1zm9Ho43LkGwWsowU0IOjqKouBqIIF3Y3flBxcTEJHK5HDweN3NgiOOA895GOEzs1g2yP6iw22f6tjZYzj7Njv88dmxifO/YsUJlrFgQspdGhxFvDDVB0IgE6uzsRHNzM8bHJ7CmsdqVLkj4440ljTeLwyN36xbygSAzni/kEQgEYLFYMDA4yO6d4znYz78OUaOHFyGV5uvpDSzF2e0TkUgU0WgUfX29sFjYXpdnOmvRUUc3NgeJCrsDYDpxAsbBAWb8TuxYNBrD0uISc13e2qLYMXIktNWaccHn2r14DYBDb28PGhoaMDo6inicDQhP5Ep4++ayRhzRo1eYntZMj5EkCQF/4HZurg8Czz6Otr7wAvQaiROEVJrptTR+mGNfu+l0CpOTk2hqaoLTyfZlbK8140xnTTmmeKxRYXcAOI6D9YUXIDayWZANDU60tbVhZmYam5vsC6M4v4DM19+UY5qEHKieBivOudnXAMBhYKAf1dXVCAZDSCbZXnbrqQL+fHMZRenw3OSUolGkPvhg+yjvzyiqglAohEKhAN+QT7Olg/mx0zB5POWaKiEHZitbxPshjS4PUgnBYAgWiwU9Gn0ZbUYR570u8Bor+WR/UWF3QLZjxy6At7BLzp23Y8fCe8WO3byJ/NhYOaZJyIHyNDnwfD978o3jeHg8221A/P4AMhn2ZGkkkcdl/wok+dEXd3IigeSVK1ClnauIKlRMTkwikdiCx+uBxcy+3g29vTA/+WS5pkrIgSnJCi77IyiUdr8mVYyOjkGW5e10lV2nvQWew8UhF0x6akJcDlTYHSDBatk+Kbs7dozjMDi43awxGAxqxo6lKXaMHBGn2qpxpot9/MLzArxeL0wmE0ZG/Mjl2P068xtZvBeKQlEeXa9HJZ9H4p3LULLs/BYXFhCJRNDf34/qKrbdka7JBdsrL1OvOnIkfDq2irUUuw98YWEBGxsbGBwcgNHINuJ+rq8eLoepHFMkoMLuwOmcTlhfeokZF0URXp8XxWIRo6Ns7JgqyUhefRdyOlOuqRJyYJ7qqsUJjYBvURQxdDtqy+/3o6jRDmgylsbHY6uPpJG3Kknbr0ONE+urqzHMzMyio6NDcz+RUFV1O0+a7e1HSKUJLicQWmF7scbjcczOzqG9vR01NbXM9YFGG4ZbHOWYIrmNCrsyMPb3w3TqJDN+J3Zsc3MTs7MasWOZDJJXr0DVWNEjpJJwHIcX+uox6GITGHQ6PYaHh6AoCkZG/ChpxOwFlxP4cnK9rMWdqqpIffIJSsvLzLWtxBbGxsbQ2OhEe0c7c503GeF44xJ4E61SkMq3mszj07FVZrxQKGB0dBRVVVXo0EhfqrXq8fKgk1asy4wKuzKxPPUU9BpvANuxY91YWFhELBZjrksxih0jRwPHcTjnbkRXvcY+NIMRw8PDKBaLCAQCkGX2ROz1+Th+mCtfr8fsd9+jMD7BjueyCAWDcDgc6OvvB7er+SonCrBfvAihqqpMMyXk4ORLMi77I5CYLGQF4XAYHMfB7Wbb++hFHpeGmjR7WpKDRf/iZbIdO/bqHrFjLbdjx8a1Y8fGxpG7easMsyTkYAk8h4s+F1qq2ZUss9mM4eEhZLNZBLUaeQO4NrWOkcWtA59nfnQU2R9+YMaLpSIC/gD0ej3cHg94jv0TanvlFehcrgOfIyEHTVVVvB+KIpFjV9Gnp2eQSqXg8Xig07Enwc+5naixULrKo0CFXRn9WuyY1fpLsWNfozg/X66pEnJgRIHHmyea4LSzm6ytVht8Pi8SiQTCYXbvKQB8Or6KsSh7A7RfiouLSH3yCTMuKzJCwSBkWYLPNwSdyHbOtzz9FAy9vQc2N0LK6cf5OGbW2H3ea2urWFpaQnd3F+x2O3P9ZFsV+pzstgtSHlTYlZlYXQ37a69qx455t/tchYIhih0jR5pBFPDWyWbNO3qHowoejwcbGxsYHx8Hdqe0qMD7wRhm1tgWKQ9L2txE8t33gN2PnaBifGwM6XQaXp9P8+Sf0eOB6dSpfZ8TIY/C4mYW16bWmfFsNouxsXE0NDRoZiE3VRnxbC/b4oiUDxV2j4C+vR2Wp9nYMYPeAI/Xi3Q6jYmJCTZ2rFBA8spVih0jR4JJL+C3p5ph18iMrK2txeDgAGKxGKamprG7uFNUFVf8ESzF2T6QD0rJZJB85x2oGq+v2ZkZrK2tYXDQDbuNXaHQt7fB+sLztEmcHAnpgoSrgcjuXtyQZRmhUAhGoxH9/f3Arv2lZr2ACz6XZpwgKR8q7B4R08kTMAz0M+N2mx39/f2IRqNYXtKIHYvHKXaMHBk2ow6/PdkMs0bj0oYGJ3p7e7C0tIT5+QXmuqSo+MutFawm8w89D7VYROLyFcjJFHNtZWUFCwuL6O7uQZ1GzqtYVwvb66+D4+nPKal8sqLiqj+CbHH3ASYVExMTyOfz8HjcEITd/VmB814XbEb2Ro2UF/0lekQ4joPtxRchOhuYa06nE21trZiensamRpZmcX4BmW8odowcDdUWPd461QyDjv1z1NTUjM7OTszOzmJZo+1IUVLw9s1lbGaKD/z9VUVB8sMPIa2y7Rw2NjcwOTmJlpZmNLewj514iwX2N94ArxEjRkgl+mpqHctbbDPulZUVxGIx9Pf3w6yRsPJUVy3aas3lmCL5FVTYPUKcKMJ+4eIesWNdqKmpQTgURjanETt24yby4+PlmCYhB67BZsRvTjRDJ7CPcNrb29Da2orJyUnNlkDZoow/3VhCMs+e3LsXmWvXUJyZZcbT6TTCoTBqa2vQ3d3DtjXR6eB44xIEq/WBvi8hh81kLIUb8+w+7mQyiampabS0NKOhgV2M6Kq34IlONl2GPBpU2D1ivxw75t6OHQvsETv2yScoabzREVKJmqtMuDTUpLE/h0N3dxdcLhfGxsawscFu6E7lJbx9YxnZ4v01886NjCB3a4QZLxQKCAQCMJvNGBx0s3vneA7211+DWE+bxMnREM8U8UGYfT8plUoIh8OwWq3o7u5mrttNOrzmaaT9pYcIFXaHgM7phPXFF5nxnbFjo9qxY1euUuwYOTI66iy33yR2X9luCVRXV4dQKIytrS3mczczRbx9cxn5EtvcWEthZgbpL79ixiVZQiDgB8cBXp+X2UsEANbnnodeo9M+IZWoKCm47F9BUdq5d1tVVYyOjkKWZXg8bnC7+jaKPIdLQy4YdexrhDw6VNgdEsaBAZhO7hE75nZjc3MDs7Ps4yIlk0Hy3asUO0aOjP5GG14ecDLj26vYg3A4HAgGg0il2IMOq8kC/jqygpL8y4eLSrFVpD74ALuP/amqinAojHw+D59vCAa9gflc06mTMPm89/lTEXI4qaqKT8ZiWE+z+1Tn5+cRj8fhdg/CYGBb/LzQ36DZj5I8WlTYHSKWp5+Cvr2NGa+pqUFXVzcWFhawuqoROxaNIf3ZZxQ7Ro4MX4sDz/SyJ1B5nofX64XZbIbf70c2y65WL8dzuBqIQFa0Xw9yMonk5ctQSztvhlSomJycQDweh8fjhUVj76uhp1uzVREhlSqwnMBohL1J2tzcxPz8PDo62lFdze6fczfZ4W1mW/+QR48Ku0OE43nYXntNM2OypbUFjY1OjI2Na65U5EfHkLt16+AnSUiZPN5Rg8c72DcUQRAwNOSDXq/HyIgf+Tzb7mRmLYMPQlHmZkcpFJB45x0oWfZA0tLiIlZWIujv70O1RvSf2OiE7ZVXaC8ROTKiiTw+G19jxvP5PEZHR1FTU4P2djbjvM5mwEsDDfRaOKSosDtkeIMB9ksX94gd64fVakFwr9ixaxQ7Ro6Wsz218DU7mHFR1GF4eAg8z8Pv96NYZB8jjUVT+HR89W5xp8oyklffhbzJnvpbW1vF9PQM2tvb0djI5rwKDjscFy+C01GPLnI05IoyLvtXmJVtRVEQDochCAIGBwewuwmxXuTxxpALOoHKh8OK/sscQmJ1NeyvntsjdswLQEU4RLFj5OjjOA4vDTRo5k7q9QYMDw9BlmX4/X7Nk+Mjiwl8M70BVVWR/vRTlDSafieSCYyOjsHpbEBHZwc7B6Nhu1edmXp0kaNBVVW8F4oglWdfM9PT00in0/B4PBA18pBf8zhRZaa+jYcZFXaHlL6jA5ann2LGDXoDPB4vUqk0JicpdowcfTzP4XVvIzrq2MLKaDRhaGjobnsSRWFPxH43u4lr732N/OgYcy2XyyEYCMJut6G/f4DpVQeBh+PCBYgaj2YJqVTfzW5ibp3djhCLxbC8vIyenh7YbOzN1GMd1ehpYMfJ4UKF3SFmOnkShv4+Ztxut6O/vw+RSBTLS2w3fjkeR+qDDyh2jBwZAs/hoq8JzVUm5prFYoHP50M6nUYoFIaq7vy9lzbW8fmNWYwXd64ylEolBAJ+6HQiPF4veI1IMNvLr0CnEXROSKWa38jg25kNZjyTyWBiYgKNjY1oamK3IzRXm3C2mz3QRA4fKuwOsV+OHWtEa2srpqentGPH5uaR/fbbckyTkLLQizzePNGEehvbgsRut8Pr9SIej2N0dOzuvjo5mbybKvFF3oyZ0vajJUVREAwGUSpJ8PmGoNN45GR58gyMGjdWhFSqZL6Ed4PR3V1+IMsSQqEQjEYj+vp6sXtfncUg4ILPBZ5pHk4OIyrsDjlOp4P9wgXN2LGuri5UV9dgNBxGLsdm+2Wv36DYMXKkGHUC3jrZjCozW4hVV1fD7R7E2toaJicnoeRyKExN3e1VpwL4JGfBoiRgbGwMqVQKXp8XJhO7Cmh0D8L02GMH/eMQUjayouKqP4Jccfd2BRVjY+MoFovwej3g+Z3NhnmOwwWfC1aDWL7JkodChV0FEKxW2C+c14wdc7vd0Ol0CAYDkOS9YsfYcHNCKpXFIOK3p1pgM7JvNHV19ejv70N0aQkr33wD7DpQoQD4p+UiJjbT282O7eyJW11rC6wvvECtHMiR8sXEGiIJtjXQ0tIy1tbWMDDQD5OJ3cd6tqcWLdV0cKiSUGFXIXSNjXvHjnl9KBQKGA3vETt2lWLHyNHiMOnw1slmmPRslFFjQwN69QYk19eRSCZ2XEul0thIpDDf/jj4GjbdQqitgf38eXAaMWKEVKqxaBK3FreY8UQigenpabS2tqKujs097m6w4nQ7HRyqNFTYVRDjwABMJ04w42azGYO3Y8fm5jRix9Jpih0jR06t1YC3TjZDL/78z5iKwvQMHHodqqqqEN+M323oncvlsLG5AZvNBqOjGlezViSUnz6XN5vheOMN8AZ2Dx8hlWojXcBHYTaxqFQqIhwOw263o6urk7leZdbhVbeTVq4rEBV2FcZy9mno21qZ8dqaWnR1dWF+fgGrq+yjV4odI0eR027Em8NNEG9v6i4uLEK+3cfRUVUFm92Ojc0NbCW2sLa2BpPJiJqaWnAAciqPq1krMgoHTifCfukSBI0WD4RUqoIk47I/gpKskYl8+wmPx+MGx+0sBUSew8UhF4w6WrmuRFTYVZhfjh1rhdPpxPj42J6xY/mRkTLMkpDyaa0x48KQC/LaKqRo9O44h+2cZZPJhIWFBSiqivq6+h19v1MKj6s5G8SXzkGncfqckEqlqio+Cq9iM8OmsszNzWJrawtutxt6PbtC/dJgAxpsxnJMkxwAKuwqEG80bseO6Xf25eLAoa+/D2bzduyYVsxS+qtrKC4slGuqhJRFS3oNT0XDzLiqqJAlGTpRB1VVUCyVmI/JtHTi3S0dihL1fSRHx63FLUzE2Bv8jY11zM8voLOzE1UaCwS+Zgc8TeyhIlI5qLCrUGJ1NeyvvcrEjgm8AK/XC1VVEQoFtWPH3nufYsfIkVFaXUXq/Q/QpyviaeNPbX9UFVhbX4MkSejq6oLJaMJqLLbjhkdsbITodCKayOOdkRVIMhV3pPKtbOXwxcQ6M57P5zA6Ooa6ujq0aWzpabAb8EI/e4iCVBYq7CrYnrFjBgO8Xi9SqdTesWNXr0LRWNEjpJLIqRSSl69Avb0S59UXcNqQhwpgM76JXC6H+vp6GAwGNDQ0QNSJiMViKJVKEKqroW/96c1tYTOLd4NRKArtQyWVK1uUcDUQgbJrP7WiKAiFwtDpdBgYGMDuJsQGHY9LviaIApUFlY7+C1a4X4od6+vrRyQSxcqyRuzYZhyp9yl2jFQupVhE8vJlKJmdrXxO6fNwJZeQSiZRe3uPHQDwPA9ngxM8z2M5HgdaWpgV76nVND4cjdEhI1KRFEXFu4EoUnm2A8Lk5CQymQw8Hg9Eke0B+bqnEQ6Nxt+k8lBhV+Huxo41sBu/Gxsb0dragqmpacQ1Hr0W5+YodoxUJFWWkXr3XUjrbOblxsYa7NM/YtjOM0HmgiCgsbUNqepq+INBlDT23IVXkvhicp2KO1Jxvp3ZwMJmlhmPRiOIRCLo6+uF1Wplrp/prEFXPTtOKhMVdkcAp9PBfvECeDPbHbyrqxvV1VUIh0O/EDs2UY5pErIvVFVF+vPPUVxYZK4lk0mMjo6iob4ev2u3oUPcVbgJIiweN4ZOnUSpVILf74eskdhyYz6O72fZDGZCDquZtTS+0/idTafTmJiYhMvlQmOji7neVmPGk1215ZgiKRMq7I6IO7Fj2LU/guM4DP5q7NjHFDtGKkbuxg3kQ+wJ2Fw+h2AwAKvVioGBQQgch5dMGTQJt3/nOQ6G3h7wJhNMJjOGhoaQy+UQDIbYQ0YAvp7e0OzWT8hhk8iV8H6IbUIsSRJCoRDMZjN6e3uY6zajiPO+RvA8NSE+SqiwO0J0LhdsGrFjOlEHj9eLQqGAsdFR9jDF7dix3XuVCDls8hMTyHz9DTNekkoI+AMQhO2IPZ7f/tMmcsCr5jTqBRn6zk4Idvvdz7FarfD5fEgmkwiHw5qPXj8dW8VoJHlwPxAhD0mSFVzxR5AvybuuqBgbG0OpVILX6wHP72w2zHMcLvhcMOvZ/XakslFhd8QYBwdhOjHMjFvMFgwOurGxsYG52Tnm+nbs2LsUO0YOrdLKCtIff8yMK4qCUDCEUqkE35APOt3ODeB6DvjtswNwdjQxn+twOODxbL8uxsfHAbDF3QehGKbX0vv2cxCynz4bX0MsmWfGFxcXsb6+jsHBARiNJub6s311aKpix0nlo8LuCLKcPasdO1Zbi87OLszPz2vGjpUiUaQ//5w2jZNDR4rHkbhyBaq0c1VChYqJiXEkkwl4vV6YTew+U8NAP2qffgJvnWyG3cSe+qupqcXg4CBisRimpqawu7hTVBVX/REsamxKJ+RRCq0kEFhOMONbW1uYmZlFW1sbamvrmOt9ThtOtlaVYYbkUaDC7gi6GzvmYLuHt7a1wuls2I4dS2vEjoVHkff7yzFNQu6Jkssh+c5lqPkCc21+bh7RaAwDA4NwaPy+61paYHvppe3T40Yd/vZUMywGNv+yoaEBvb29WFpaxtzcPHNdUlT8dWRFc2WEkEdhLVXAJ6PsDXqxWEA4HEZVVRU6OzuZ6zUWPV5xN4DjaF/dUUWF3RH1y7Fj/TCbLQjtGTv2FYqL7IlDQspNlSQkr1yBnGBXJaLRKObm5tDV1YkGjXY/QnU17OdfByf8VMhVmfV462QLDDr2T19TUxO6urowNzeHpaUl5npRUvD2zWXN7E1CyilfknHZvwJpVzNtVVUQDo9uH5obHGSKN53A4eKQCwaRvbkhRwcVdkeYWFMD26vn9owdUxQVoVAIirrrRKCiIvnee5C3tso3WUJ2UVUVqY8+QikSZa7Ft+IYHx+Hy+VCa1sbc503m+B44xJ4IxtkXm8z4G9ONEMnsCsWbW2taGtrxdTUFGIx9vvmijL+dGMJiRzb/46QclBVFR+GY9jKsr+DMzOzSCQScLvd0O+6qQeAV9xO1FkN5ZgmeYSosDviDJ2dsDz1JDtuMMDj9SCVSmJyYpI9KZsvIHHlCsWOkUcm+803KExOMeOZbAahYAjV1VXo7esFtysaidOJsF+6pLkV4Y6mKhMuDTVBYNo8cOjq6oLL5cLY2DjW19m8zVRewts3lpAp0EEjUn43FuKYWmUP86yvr2FxcRHd3V2a2xJOtFZhoNHOjJOjhwq7Y8B06hQMfWzsmMPuQF9fHyKRCFaWV5jr8mYcqQ8+pMMUpOxywRCy128w48ViEQF/AEajAW63Bzy3608Yx8F27hx0Tuevfo+OOgvOext3L2gD4NDX14f6+nqEw2FsbbGpLfFsCW/fXNZoMUHIwVmKZ/HVJJu2kstlMTY2jvr6erS0tDDXGx1GPNvLHqIgRxMVdscAx3GwvfQixPp65lpjowstLS2YmppCXOMNrDg7S7FjpKyK8/NIf/4ZMy7LMgKBAFRVgdfn08y7tD5zFobu7nv+Xr1OG14ZZIvA7T1KA6iqqkIgEEQqxfayW0sV8NdbKyjJlLdMDl6mIOFqIAJl1422osgIhcLQ6/UYGOgHdq1gm/QCLg65IAr0dn9c0H/pY+KXYse6u2/HjoVCyOU1Ysd+vI78BMWOkYMnra8j+d77ALMpXMXo6Ciy2Sy8Ph+MBnbvnGnIB+Mw28Px13ibHXiuj13N4DgeHo8HVqsVfn8A2SzbwHt5K4cr/ghkhVa1ycFRFBVXAhFkCmwT4omJSeRyOXg8HgjCzpsdjgPOexthN7JtfsjRRYXdMSLYbL8YOyaKOgQDwT1ixz5BSaP3HSH7RU6nkXjnMlSNfZ3T09PY2FiH2+2GzWpjrus7O2F59tkHbuFwur0GT3TWMOOCIMDn88JgMGBkxI98nm13MruewfuhKBQq7sgBuTa9juU4e9MdiUQQjUbR19cHi8XCXD/TWYv2WnacHG1U2B0zOpcLthdeYMdFHbw+LwqFPMZGx9jDFCUJySsUO0YOhlIsInn5MpQ0uyl8eXkJS0tL6O3tRW0tG1Yu1tfD/uo5cPzD/Tl7ursWQy3spnNR1GFoaAg8z2NkZESzRdB4NIVPx1dpPyrZd1Orafw4x26TSaVSmJycQnNzM5wae0o76sx4sou9WSFHHxV2x5DR7f6V2LF1zM/NMdeVdBrJ996j2DGyr1RFQer99yGtsSdQ1zfWMTU1hdbWVjQ1NTPXeZsV9kuXmH6ND4LjOLzY34D+Ro0VQb0ew8PDUBQFfr8fksS2mvAvJfD1NLuxnZAHtZUt4v0Q23ZHkkoIhUKwWq3o1thTajOKeN3joibExxQVdseU5exZ6FrZ01PbsWOdmJubx9qaRuzYSgTpL76glQmyL1RVRfrzz1HUSHtIpVIYDYdRV1eHru4u5jqn18PxxhsQrPv3qInnObzmaURnHfs1jUYjhoeHUCgUEAgEIcvsidjvZzfx49zmvs2HHF8lWcE7/giK0u7DOSpGR8cgyzLcbjf4XSvVAs/h0lATTHpqQnxcUWF3THE8D/vrr+8RO9aGhoYGjI2NIa3xaCwfClPsGNkXuZu3kA+GmPF8Po9AIACLxYqBwUGmVx14DvYL5yFqPJp9WAK/3Z2/WSMg3Wy2YGjIh3Q6vd3cW2FPxH45uY7AEpuUQci9UlUVn4ytYj2lEaM3v4DNzU0MDg7CqNGA+/m+ejQ62HFyfFBhd4zxRiPsFy9oxo71D/TDbDYjGAygWKLYMbL/ClNTyFy7xoxLkoRAIABB4OH1eSHw7MqD7cUXoW9tPbC56QQeb55oQr2N7dJvs9nh83mxtbWFsbExzdXrj8dimIixWcyE3IvQShLhFbbFTjwex9zcHNrb21BTw+6fG3TZNPeJkuOFCrtjTqythe2cduyY53bsWPiXYsc0MjwJ+TWlaBSpDz9kxhVVQSgUQrFYgM83BL2O3TtnfvwxGN3uA5+jUSfgt6eaUW1mW0VUVVXD7XZjbW0NExMTwO7DRirwXjCKuXU6bETuz2oyj0/H2G0whUIB4XAY1dXVaG/vYK7XWfV4acBJ++oIFXYEMHR1wvLkGWbcaDDC4/UgmUxiapJix8j+kLe2kLxyBaq0c4+aChWTExNIJLbg8Xhh1ui5aOjrg/kM+7t6UMx6Eb893QKbkW2GXFdXh4GBfkQiEczMzDDXZUXFZf8KVrbYNhWEaMmXZLzjj0Bi+jhu3/AIgoDBwUGmeNOLPC4ONUEv0ls6ocKO3GY6fRqG3l5m/E7s2MpKBJEVjdixjU2kPqTYMXJvlHweiXcuQ8myxc7C/AIikSj6+7cTH3bTNTXB9vJLZV+RsBt1+O2pFs3N6E5nI3p6erCwsIiFhQXmeklW8edby1hNsf3vCPk5VVXxfiiKZI49cT09PY10Og232w2djl1BftXtRI3l4U+Gk6OBCjsC4Hbs2Msv/ULsWDMmJ/eIHZuZRfa778oxTVLBVGm7F6K8tcVci8VimJ2dRWdnh2ZPLqGqCvYL58FpxIiVQ41Fj7dONmuuiLS0tKCjowMzMzNY0bj5KZQU/PnmMraytLJN9vbDXBwza+yj+9XVVSwtLaO7uxt2u525fqq9Gr1OtkUPOb6osCN3/RQ7xp4G7O7uQVVVFcKhsHbs2A8/ojA5WY5pkgqkqipSH3+Ckkbhs7W1hfHxMTQ2NqKtvZ25zpuMcLxxCbyJ/b0sJ6fdiDeHmyDy7IphR0f77ZufSaxqJLRkCjL+eGMZqTy7GkPIwkYWX0+zfRyz2QzGx8fhdDrR3NzEXG+uMuGZHjYOjxxvVNiRHQSbDfbz2rFjbrcboigiFNTu4ZX6+GOKHSOast99h4JG3nA2m0UoFITD4UBffx/T1oQTBdgvXoSg8Wj2UWitMePikAs88ziYQ09PD5xOJ0ZHR7G5yTYqTuZKePvmMnJF9rVDjq9UvoR3gxHs3s0iyzJCoTCMRiP6+vqAXa8Ns17AeV8jBI0bDXK8UWFHGLqmJliff54d1+ng9XqRy+UxNjaqHTt29SqUbLZcUyUVIB8OI/vDj8x4sVREIOCHXq+Hx+MFz7F/jmznzkHncpVjmvesq96KVz3O3QfJAXDo7+9HbW0tQqEwEhonxjfSRfz51jIKEhV3ZPuAzdVABFmm2FcxPj6OfD4Pj8cDQdi5v5PjgAs+F2xGdr8dIVTYEU0mjwem4SFm3GKxYNA9iPX1dcxrpAUoqTSS774LVWNFjxw/xcVFpD79lBmXFRnBQBCyrMDnG4KosXfOcvZpGHp6yjHN+zbosuOF/gZm/M7Ktt1uRyAQ0GzwHU3k8c5IBJLMNjcmx8uXk2tY2WIP1iwvr2B1dRUDt/uJ7vZ0dx1aa9hxQgAq7MgvsJw9C10LGztWV1t3O3ZsDmtra8z10koE6c8pduy4kzY2kLz6LrC7dQNUjI2OIZNJw+fzaXbPN3o9MJ08Wa6pPpATrVV4uptNvuB5Hl6vB2azGX6/H7kcu4K9uJnF1WAUikKvkeNqIpbCzYUtZjyZTGJ6ehotLc2or2dvHrrqLXi8o7oMMySVigo7sidOEGB//TUIDvYk1k+xY6N7xI6FkA8EyjFNcgjJ6QwS77wDVaPH4cz0DNbX1zA46IbNxp7m03e0w/r88xXRaPWJzhqcamffZAVBhM/ng06nw8iIH4UCuyozvZrGB+EY3QAdQ5uZIj4Mx5jxUqmIUCgEm82G7u5u5rrDpMNrnsaKeG2QR4cKO/KLeJMJ9osXwe3qnbQzdiyoHTv25ZcoLi2Va6rkkFCLRSSvXIGSYgv+lZVlLC4uoqenB3V17Gk+sb4OttdeA8dXxp8mjuPwXG8dPE3szY9Op8PQ0PZ2hpERP0oar5HRSBKfTaxRcXeMFCUFV/wrKEo7H8WrqorR0TEoigK32w1u155TkedwacgFo47tp0jIz1XGX0/ySIm1tbC9eo4Z/yl2TN4zdixFsWPHiqooSH7wISSN09EbmxuYnJxES0sLmpvZR/y81Qr7pUvg9ZXVaJXjOLwy6ERPg5W5ZjAYMDw8DEmS4PcHIMsS8zG3Frbw7cxmOaZKHjFVVfHxaAzrabbIn5+fQzweh9vthsHAZhS/ONCABju7bYGQ3aiwI/fE0NW1d+yYx3s7dmyKua7k8hQ7doxkvvoKxdlZZjyVTiEcCqO2tk7zEROn08Fx6SIEK1scVQKe53De24g2jQ3tJpMJQ0NDyOVyCASCUBT2YNG3Mxu4ucA2/yZHi38pgbFoihnf3NzA3Nw8Ojo6UF3NPtr3NNnhbXaUY4rkCKDCjtwz02OPwdDLnlJ0OBzo7e3DysqKZud9ih07HnK3biE34mfG84U8goEAzGazZs4leA72869rpp5UElHg8cZwE1wOdlXFarViaMiHVCqFUCgMdffqNoDPxtcQXkmWY6rkEYgm8vh8gj1sls/nMTo6htraWrS3tzHX620GvDjAHqIgZC9U2JF7xnEcbC+9BLGe3RvlcrnQ3LzdeX9LIzJqO3bs+zLMkjwKhZkZpL+6xoxLsoRgIACO4+Hz+Zh+XABgff4F6DUSJyqRXuTxNyebUWdlHyfb7Q54PB7E43GMjY0DYG90PgzHMLXK7k0klS1XlHHZvwJ51yloRVEQCoUgCAIGBwewuwmxQcfj0pALOoHeqsm9o98Wcl84vR72ixe1Y8d6ulFV5UAoFEI+z54CzP7wA8WOHUGlWAypDz7A7tb5iqogHAohny/A5/NBr7F3znz6FExeT7mmWhZGnYC3TrXAYWKbx9bU1GBwcACrq6uYnJzC7uJOUVW8G4hgcZOafB8ViqLivVAEqTy7v3JqagqZTAYejweiyP6+vOpuRJW5svackkePCjty3/aKHeM5Hm63B6IoIBgM7Bk7Jmn0viOVSU4kkLx8GWpp55uWChWTE5OIx7fg8XhgsViYzzX09sD81FPlmmpZWQ0i/vZUC6wGtvFyfX0D+vp6sby8jLm5Oea6pKj468gKogn25ohUnu9mNzG3zhbqsVgUKysr6O3t0Wz781hHteaBHEJ+DRV25IHomppgfW6v2DHf7dixMYodO8KUfB6Jy5ehZHPMtcWFRUQiEfT392tuBte5GmF7+eUj3Y/LYdbhrVPNmu0pXK4mdHd3YW5uHktLi8z1oqTg7ZvL2EgXyjFVckDm1jP4bpbNDc5k0piYmERjYyNcGpF5LdUmnO1mt7wQci+osCMPzOT1wDTkY8YtFgsGBwextramGTsmJ1NIvvsexY5VMFWWkXz3Pcib7EnO1dVVzMzMoKOjHY2Njcx1weHQ7I14FNVZDfibk03Qi+yf2tbWNrS1tWFqahrRaIS5ni/J+NONZSRypXJMleyzZL6Ed4PR3TsUIMsSQqEwTCYT+vp6sXtfndUg4oLPBZ4/ujc95GBRYUceiuWZZ7Rjx+p+ih1bX9eKHVtB+osvyjFFss9UVUXqk09Q0mg+nUgkMDY2BqfTifaODuY6ZzTA/sYl8CZ2j+ZR5XKY8MZQEwSNN+qurk40NTVhfHxC83WSLkj4040lZArs/ixyeEmygiv+CPKl3TevKsbGxlEsFuHxuMHzO1dzeY7DeV8jLBqP8Am5V1TYkYfyS7Fjbe1taGiox+joGNIZjdixYAg5ih2rONkffkBhbJwdz2URDAZht9vR398PbtdKBAQejosXIWo8mj3q2mrNuOBrBPvkmUNvby/q6+sRDo8iHmdXQLeyJfzp5rJGkUAOqy8m1zT3SC4tLWFtbQ0DA/0wmdieh8/01qKlmh0n5H5QYUceGm8ywX7hgnbsWP8ATCYTgoEgSiX2kVL6iy9QXFou11TJQ8qPjWm2rSmVSgj4A9DpdPB4PeA1IsFsr7wCXVNTOaZ5KPU02PDKoJMZ5zgOg4MDqK6uRjAYRDLJ9rJbTxXwl1vLTAwVOXxGI0mMLLJpO4nEFqanZ9Da2oq6OrZnY0+DFafajt9ND9l/VNiRfSHW1cF27hVmXBAEeG/HjoX2jB17l2LHKkBxaRmpTz5hxhVFuX0KWoJvyAedRtsGy1NPwtjXV45pHmreZgee62Pf1DmOh8fjhtVqRSAQQCaTYT5mZSuPKwG2Fxo5PNbTBXw8GmPGi8UiwuFROBwOdHV1MderzTqcczuP9GEiUj5U2JF9Y+juhvnME8y40WiE2+NBMpnA9JR27Fjy6lWoFDt2aEmbm0hevQrIu4LLoWJsbAypVBperw8mI7t3zuhxw3T6dLmmeuidbq/Gmc4aZpznBfh8PhgMBvj9fuTz7GnjufUs3gtGoVBxd+gUJBlX/BGU5F2dAFQV4XAYqqrC7WaTV3QCh4tDTZqnpwl5EFTYkX1lfvxxGHrYLNAqRxV6e3uxvKwdOyatbyD10UcUO3YIKZkMku+8A7XAtt6YnZnF2toqBgcHYbez+yz1ba2wPv88rUTs8lR3LU60VjHjoihiaGgIgiBgZMSPYpH9N5+IpfDx2Cq9Vg4RVVXxUXgVmxn25nR2dhaJRAJutxt6vYG5/tKAE/U2dpyQB0WFHdlXHMfB9vLLe8SONf0UO5bYYq4XpmeQ/f6HMsyS3Cu1VELiyhXISTa4PBJZwcLCArq7u1GvkfMq1tXC9vrr4DRixI47juPwQn89BhrZxrR6vR5DQ0NQFAUjI35IErs3NbicwFdT6+WYKrkHNxe3MBFjXyMbG+tYWFhAV1cnqqqqmOtDLQ64m9gbIkIeBhV2ZN9xej3sFy6AN7Fh6Hdjx4J7xI59/z0KGo9rSfmpioLUhx9Ciq0y1zY3NzExMYnm5iY0a7S74S0W2C9dAm+glYi9cByHVz2N6KpnUzmMRiOGh4dQLBbh92unuPw4F8cPc5vlmCr5BctbOXw5wRbZuVwOo6NjqKurQ2trK3PdaTfieY39loQ8LCrsyIEQ7Pbt2LFdvbvuxI4JgoBgMKgdO/bRR5DWaTXiUctc+xqF6RlmPJ1JIxwOoaamBj09vUxbE06ng/3SRQgaMUlkJ4HncMHnQnM1uzfRbLZgaGgI2Wx2++CRwp6I/WpyHf6lrTLMlGjJFiVc9Ueg7M5Jvn1YTKfTYWBgALubEBt1Ai4OuSAK9BZM9h/9VpEDo2tu3jt2zOdFLpfbO3bsyhWKHXuEcn4/crduMeOFQgEBfwAmkwlut5vdO8dxsL32KnQNDeWZ6BGgE3i8OdyEBju7ummz2eD1erG1tYXR0VHNfXWfjK1iPMo+BiQHS1FUXA1EkdZoHj05OYVsNguPxwNRZJsNv+5thMN09JNXyKNBhR05UCafF0aflxm3WqwYHBzA2toaFub3iB17732KHXsECrOzSH/xJTMuyRICtxtKe30+CBp756zPPwdDZ+eBz/GoMeoEvHWyGTUWPXOtqqoKHo8b6+vrmJiYAHbfCKnAe8EoZtfZFink4Hwzs4HFTfbmMxKJIBKJoK+vD1arlbl+prMGnXXs43dC9gsVduTAWZ99FrrmZma8rq4enZ0dmJ2dw7rGo9fS8jLSX7IFBjk4pdgqUu+/j90Bl6qqYjQcRj6fg2/IB4PG6T7TyZMw+djsYHJvzHoRb51qhs3IrvDU1tZhYGAAkUgE09PT2F3cKaqKK/4VLG+xLVLI/ptZS+P7WXZ/YzqdwuTkJJqamjRzkttqzHiyq7YcUyTHGBV25MBxggD7+dch2Nk9V23t7aivr8fo6Kh27FggiFwgWI5pHntyKoXk5ctQSzsfLalQMTU1ic3NONweD6wWdhXC0N0Fy9mnyzXVI8tu1OFvT7XArGdXQ51OJ3p7e7G4uISFhQXmeklW8Zdby1hNsYeSyP5JZEt4LxRlxiVJQigUhsViQU9PD3PdZhRx3tcIXiMzmJD9RIUdKQveZIL94kXN2LGBge3YsVBwr9ixzyl27IAphQIS77yjua9xaXEJy8sr6OvrQ00121hXbHTCdu4c9arbJ9UWPd462Qy9yP55bm5uRmdnB2ZmZrGywr4mCiUFb99YRlyjnxp5eJKs4HJgBYXS7oMs2426S6USPB43E6nHc9uHZMx6djWWkP1GhR0pm1+LHZMkGeHwL8SOaWRokoenyjKS774LeYN9tLS2tobp6Wm0t7fB5XIx1wWHHQ6Ngp08nAa7Eb850QRRY3Wnvb0dLS0tmJycwuoqG1+VLcr4440lJPPsTRJ5OJ+Or2E1yTaNXlhYxPr6OgYHB2HUSF95rq8OTVXsOCEHgQo7UlaG7m6Yn9COHfN4PdjaSmB6apq5ruTySF65QrFj+0xVVaQ//xylxSXmWjKZxOjoKBoaGtChcSCCMxhgf+MN8GZzOaZ67LRUm3FpuAk8sxLKoaenG06nE6OjY9jY2GA+N5WX8PaNZWSL7IlN8mBCKwkEl9lM662tOGZnZ9He3obaWnb/XH+jTTNlhJCDQoUdKTvzE78WO7aMSGSP2LGPP6YopX2Uu34d+VCYHc/lEAwGYLPZMDAwwPSqg8DDfuECxOrqMs30eOqss+A1rxPsU24O/f39qKurQygUQkIjyWUzU8Sfb66gINHJ8oe1msrjk1G2UXexWEA4PIqqqip0dLA3PzUWPV4ZdNI2BVJWVNiRsrsbO1bH3t02NTWhubkJk5OTSCTYu+PC1DSyP1Ds2H7Ij08g8823zHhJKiEQCEAURXi9Xma/EADYXn4Z+hb2pDPZfwONdrw0wPYF5DgOg4ODcDgcCASCSKfZXnaxZB5/vbWCksw2Nyb3Jl+SccUfgaTsPimuIBQKg+M4uN2DTPGmF3lcGnJp7pUk5CDRbxx5JDi9HvaLF/eIHeuB3e5AKBREvqARO/bd9yhMs49ryb0rLS8j9fFHzLiiKHcPsfh8Q9Bp7J0zn3kCxv7+ckyT3DbUUoWzPWz+Ms/z8Ho9MJvNGBnxI6t1+CWew9VABLJCK933S1VVfBCOYSvL7lecmZlBMpmEx+OGTsf2H3xl0IlaK0XqkfKjwo48MoLdDtvre8SOedzgeQHBwB6xYx9S7NiDkuJxJK5eBXat4qhQMT4+hmQyBa/XC5OJ3extHByA+fHHyzVV8jOPd1TjdDv76FsQRPh8Puj1evj9fhQ0boZm1jL4MBylbQz36fp8HNOrbBumtbU1LC4uobu7G3a7g7l+oq0K/Y0UqUceDSrsyCOlb2mG9bnn2HGd/m7s2Pi4VuxYaTt2LEcNWe+Hks0i+c5lqHn2ZN/83BxisVUMDg7A4WDfrHQtLbC++CLtF3pEOI7Ds7118DZr/LfR6TA8PASO4zAy4kepxB4yGo2k8Nn4GhV392hxM4uvptibx1wui/HxcTQ0NKBFYzuCy2HEc7315ZgiIZqosCOPnMnng9HrYcbvxI6trq5hYZ5tyConU0i++x7Fjt0jtVRC8upVyBp7F6PRCObm5tHV1YX6enY/l1BTDfuF8+A0YsRI+XAch5cHGtDrZJtE6/UGDA0NQZIk+P0BSBJ7IvbW4ha+mWFP0ZKd0gUJ7wYjuwNYIMsygsEQ9Ho9+vv7gF2Hikx6AReGXBCoCTF5hKiwI4eC9bnnoGtqYsbr6urR0dGB2dnZPWPHMl99VY4pVjRVVZH6+GOUImzH/Hg8jvHxCTQ1udDa1spc581mON54A7yB9gsdBjzP4XVPI9pr2TYzJpMJw8NDt081B6Eo7E3PdzObuD4fL8dUK5KsqLgaiCBT2P1vp2JiYgL5fB4ejweCsLPZMMcB572NsBuppyN5tKiwI4fCL8WOtXe0o76+DqOjo8hk2KDznD+AXDBUjmlWrMzXX6MwOcWOZzIIhYKorq5Gb28f09aE04mwX7oIwW4v11TJPRAFHpeGmtBUxR4+slisGBryIZVKIRQKQ93d8BvAFxNrmj3ZCHBtah3LcXaLx8pKBLFYDP39fbBYLMz1J7tq0V7LjhNSblTYkUODN5thv3ABnG7XnTA4DAwMwmQyIhgMaMeOff4ZSssUO6YlFwgid+MmM14oFhAI+GE0GuH2uNm9cxwH26uvQud0lmmm5H7oRR6/OdGMOhu7kmq3O+D1ehCPxzE2Nq65r+6j0RimVtkWKcfZ1GpKczUzlUpiamoKzc3NaGhgXw+ddRac6WTj9gh5FKiwI4eKWF8P2yvasWOeu7FjYfaNSlGRfO89ih3bpTg3h/QXnzPjsiwjGAhCVVX4fEMQBTbD0vrsMzB0dZVjmuQBGXUC3jrZjCoz+/ivuroGg4ODWF1dxdTUFLD7AJIKXA1EsbDBtkg5juKZIt4PsRFtpVIJoVAYVqsV3d1sY3W7SYfXPI10qIgcGlTYkUPH0NOj2VLDZDTB4/Fga2sL09PsY0Ulm0Py6lWKHbtNWltD8r33AaaxqorR0TCy2Sx8viEYNPbOmYaHYBoeLtdUyUOwGkT89mQLrAa2OK+vr0d/fx+Wl5cxOzvLXJcVFe/4VxBJHO/T5SVZweVABEVp92NrFWNjY5BlGR6Pm2nWLfAcLg25YNLToSJyeFBhRw4l85knYOhmV4uqqqrQ29uDpaVlRCIR5rq0to7UJ58c+5YOcjqNxOUrUDUeW09PT2FjYxNujxtWq8bpys5OWJ55phzTJPvEYdbhrVPNMOrYAqOx0YXu7m7Mzy9gcXGRuV6UFPz55grW02wLnONAVVV8PLqK9ZRGC6D5eWxubmJwcBAGA7uf8YX+ejjt7DghjxIVduRQ4jgOtlde2SN2rBlNTU2YnJzQjh2bnELuxx/LMc1DSSkWkbx8GUqabay6tLSEpaVl9Pb2oraG/bcVGxpgf/UcOI0YMXK41VkNeOtks2aEVWtrK9rb2zE9Pa15Q5QvyXj7xjISGgkLR11wOYnRCLuFIx7fxNzcPNrb21FTw+6fG3TZ4dPoKUjIo0Z/vcmhxen1sF+4oBk71tPbA7vdvmfsWObb71CYmSnHNA8VVVGQeu89SGtsa5j19XVMT0+hra0VTRqtZQS7DY5LF8Hp2XgkUhkaHUa8MdSk2Uets7MDzc3NmJiYwNraGnM9XZDwxxtLSBfY/ndHVSyZx6fjq8x4oZBHODyK6upqdHS0M9frrHq8PNhA++rIoUSFHTnUBIcDttdf3yN2zAOeFxAKBiFr9OtKffAhpI3j04xVVVWkP/8cRY1mzslUEqOjYdTV1aNT40AEZzDAfukSeI02DqSytNWaccHnAltzcOjt7UFDQwNGR0cRj28yn5vIlfD2jSXkS0e/6Xe+JOOyn83QVVUFoVAYgiBgcHAQu5sQ68XtVjM6gd4+yeFEv5nk0NO3tOwdO+b1IpvNYnxs/NjHjuVu3kReo59fPp9HMBCAxWLFwOAA06sOPAf7+dch1rKPZkll6mmw4pxbq00Nh4GBflRXVyMYDCGZZLcyrKeL+PPNZY2DBEeHqqp4LxhFMsc+ep6amkY6nYbH44ZOx542fs3jRLWFVrXJ4UWFHakIRq8XRo9G7JjVioGB7ZYOiwsasWOJJJLvvX/kY8cKk5PIXPuaGZckCYGAH4IgwOvzQuDZzfW2l16CvpVNnCCVzdPkwPP9bGYpx/HweNyw2Wzw+wPIZNi9mJFEHpf9K5Dko1ncfT+7idl1ttn56moMy8vL6Onphs3GNuU+1V6Nnga2iTohhwkVdqQicBwH6/PasWP19fXo6Gjfjh3b0IgdW1o60rFjpUgEqY8+YsYVVUEoFESxWITPNwS9jl1lMD/+OIyDg+WYJnkETrVV40wXu/Gf5wV4vV6YTCaMjPiR01jVnt/I4t1gFIpytE6YL2xkNfNys9kMxscn4HQ6NfegNleZ8ExPXTmmSMhDocKOVIw7sWO8jW3R0d7Rgbq6OoyNjiKT3SN2LHT0YsfkrS0kr1yBKu1ckVShYmJ8+9Swx+uF2czmihr6+2A+80S5pkoekae6anGirYoZF0URQ0M+iKKIkZERFApsu4+p1TQ+Go0dmfZBqXwJV4MR7P5xZFlCMBiC0WhEX18fdu+rsxgEXBhyaR5KIeSwocKOVBTebIbj4sU9Y8cMBiOCgSBKklbs2OcorayUa6oHTsnlkHjnMpQceyp4YX4e0WgUAwMDqHJUMdd1TU2wvfQSneo7BjiOwwt99Rh0sY8QdTo9hoeHAAB+v18zri+0ksQXk+sVX9zJioqrgQhyxd3bMlSMj0+gUCjA4/FAEHZuV+A44LzXpdkAmpDDiAo7UnHE+nrYXn6ZGb+zj0ySJIRDGrFjsoLku+9CTlV+PqYqSUhevQp5a4u5FotFMTs7h87OTs1cS6G6GvaLF8CJ9EZ1XHAch3PuRnTVs6eeDQYjhoaGUCqVEAgEIMtsu5Mb83F8P8ueoq0kX0yuYWWLvQlaXl7G6uoqBgb6NVe2z/bUobWGHSfksKLCjlQkQ28vzI8/xoybjCa4Pe7bsWPTzHUlm0PyylXNRIZKoaoqUh9/gtIK22h2a2sL4+PjcLka0dbexlznzSY43rgE3kjd8o8bgedw0edCS7WJuWY2mzE05EM2m0UwGIKisIcmvp7ewMjiVhlmuv/GoyncWthixpPJBKamptHS0oL6+gbmele9BY+1V5dhhoTsHyrsSMUynzkDfVcnM15dVY2enh4sLS0hGtWKHVtD6uPKjR3LfvcdChMTzHgmm0EwGITDUYXevj6mrQknCrBfvAjBQd3yjytR4PHmiSbNGCyr1Qafz4tEIoFwWGPFG8Cn46sYi7IpDYfZRrqAj0ZjzHipVEQoFIbdbke3Rnyhw6TDa55G2q5AKg4VdqRicRwH27lzEGrZU39NzU1oanJhYmICCY1eXYXJSeSuXy/HNPdVLhRC9gc2Lq1YLCLgD8BgMMDj8YDndr20b/9b6RobyzRTclgZRAFvnWxGjUYvNoejCh6PBxsbGxgfHwd294ZUgfeDMcyssS1SDqOipOBKIML05FNVFeHwKFRVhdvtBrfr9SLyHC4NuzSzdwk57KiwIxWN1+u3D1MYDTvGOXDo6e2FzWZHKBjSjh375lsUZmbLNdWHVlxYQPqzz5hxWZERDAagKAp8vu1TjrtZnn4ahp6eMsySVAKTXsBvTzXDbmIb8NbW1mJwcACxWAxTU9PYXdwpqoor/giW4tkyzfbBqKqKj0dj2EgXmWtzc3PY2tqC2z0Ig8HAXH9xoAENNtquQCoTFXak4gkOB+znz2vGjnm8HvA8h1AwtEfs2AcVETsmra8j+e57ABN/pG63eMlk4PP5YNTYO2f0eWE6eaJMMyWVwmbU4bcnm2HWs6tSDQ1O9PZub2eYn59nrkuKir/cWsFqkr1hOixGlhIYi7IHpTY2NjA/P4/Ozg5UVbH757zNDnibabsCqVxU2JEjQd/SAuuzz7LjOj28Xh+y2QwmxveKHbsKJX9436DkdAaJy5ehFtmVh5mZaayvr2PQvZ0ksJu+ox3W556jfUJEU7VFj7dONcOgY98Kmpqa0dXVidnZOSwvLzHXi5KCP91cxmaG/b181CKJHL6YWGPG8/k8xsbGUFtbi7Y29nBRvc2AFzTSOgipJFTYkSPD6PPB6HEz49uxYwOIxVaxuLDIXJcTCSTfew+qxknAR00tFpG8fBlKit3TtLy8jMXFJfT09KKulu2IL9bXw/7aa+B4epmTvTXYjPjNiWboBLb4b2trQ2trKyYnpxCLsQcQckUZf7qxhGT+8JwyzxYlXPFHIO9a3VYUBaFQCKIoYnBwALubEBt0PN4YaoJOoNcLqWz0G0yOjO3Yseeha3Ix1+rrG9De3o7Z2RlsaDx6LS0evtgxVVGQfP8DSGvsysPGxgampibR0tKC5uZm5jpvtcJ+6RI4PYWVk1/XXGXCpaEmjWQFDt3dXXC5XBgbG8OGRmRfKi/hT9eXkC2y/e/KTVFUvBeMIpVn5zI1NYVMJgOPxw1RZPcWvuZphMPMjhNSaaiwI0cKJwiwv64dO9bR2YHa2jqMjoa1Y8dG/MiHw+WY5q9SVRWZL79EcW6OuZZKpxAOh1BbW4fu7m7mOqfXw/HGJQhWthktIXvpqLPcbu+x+wqHvr4+1NXVIRQKY0ujKXY8W8LbN5eRL7H7WMvp29kNzG+whzpisShWVlbQ29sLq5XdsvB4Rw2669m/GYRUIirsyJHDWyywX7igHTs2OPCLsWOpzz47FLFjuVu3kPMHmPF8IY9gIACLxYJB9yC7d47nYD//OsQ6Cisn96+/0YaXB9i0Eo7jMDg4iKqqKgSDQaQ00ltWkwX8dWQFJfnRbGmYXc9opmNkMmlMTEzC5XLB5WLb/bTWmPF0d205pkhIWVBhR44kXUMDrC+9xIyLggiv1wtJKmFUqwnrIYgdK0xPI3Pta2ZckiQE/AFwHA+v1weBZ08zWl94AXqNTeGE3CtfiwPP9LI3BjzPw+PxwGw2w+/3I6ux6r0cz2nubztoiVwJ7wWj2P1yliQJwWAIJpMJvb092L2vzmoQcd7bCJ55BE1I5aLCjhxZxr4+7dgxkwlujwfx+BZmZg5X7FgpGkXqww+x+x1KUbc3fhcKBfiGfNBr7J0zP3YaJo+nXFMlR9jjHTV4vINt/C0IAoZu//6NjPiR1zhNPruewQehKJQyFXeSrOCKP6LxGFjF+Pg4SqXSdtPuXTdCPMfhwpALFgNlJpOjhQo7cqSZz5yBvnOv2LFuLC4uIRqNMtcfReyYnEggeeUK1NLOjd8qVExOTCKR2ILH64HFrBHk3tsL85NPlmuq5Bg421MLn0Y/N1HUYXh4CDzPY2RkBEWNNjxj0RQ+m1gty+vni8k1xDT66S0uLmFtbQ0DAwMwmdh83Gd669BcxY4TUumosCNHGsdxsL16DkIN24i0qbkZLpcLExPjSCbZ/Mtyxo4p+TwS71yGks0x1xYXFhCJRNDf349qjYaquiYXbK+8TL3qyL7iOA4vDTSgz6nRH1FvwPDwEBRFgd/vhySxp1BHFhP4evpgm3+PRpIYWWQjAxOJLczMzKCtrRV1GvtNe51WnGqrOtC5EfKoUGFHjrxfih3r7duOHQsGgygUCsznZr797sBjx1RJQvLqu5Djceba6moMMzOz6OjogNPJbvwWqqq2D4poxIgR8rB4nsPr3kZ01JmZa0ajCUNDQygUCggEAlA0kl2+n93E9Xn2QMN+WEsV8PEo21uvWCwiFArD4XCgs7OLuV5t1uGc20k3QuTIosKOHAtCVRXsr7+uHTvm2Y4dCwaDbOyYqiL14YeQNg/mzUlVVaQ+/RSl5WXm2lZiC2NjY2hsdKK9o525zpuMcLxxCbzGYyZC9ovAc7joa9J8bGmxWODz+ZBOpxEMhqCq7InYLybWEVxmV9UeRkGSccW/gpLMRuyFb7cscrvdTPGmEzhcGm6CQWQPHhFyVHBqOTcREfKI5UZGkP7iS2Y8lU7h1s2bqKurx8DgALhdp+cEhwNVf/934DWyWB9G5rvvkf3+e2Y8m8vi5o0bsFisGBoeAs/tvAfjRAGO3/wGuqamfZ0PIXvJl2T8y/UlrKXYle14PI5AIIC6ujoMDrJteDgOuOhzoXfXY11ZlrG5uYlYLIZYLIZobBW5QgGyLEMQBJgMBjQ6G+B0OuF0OlFTUwOe53ElEMFkjE1jmZmZxuLiEk6cGIbDUcVcf93biEGX/eH+IQg55KiwI8eKqqpIf/IJ8uFR5trq6irC4TC6u7vQ2sq2DNG1tsDx5pv7FtGVHx1F6qOPmfFiqYibN26C4zicPHUSOo0u+fbXX4Oht3df5kHIvcoUJPzTj4vYyrInxtfX1xAKheFyudDX14vdrUUEnsNvTjShvdaCeDyOkZERXL/lRzaXgySryHBGbMhGSBChgAMPFSIk1Ap5WNQ8RIGD2WRCU2cfVvgG8Ebrru+/jmAwiO7ubrS2tjLzG2514CWNHn2EHDVU2JFjR5UkJP78Z5Qi7GnY2dkZLCwswOvzobaGbVpqOjEM67PPAmBXG9aiURRyOSiyDF4QYDCZUN/YuGO1QRC2HwEVl5aQ+MtfgF0tIWRFhn9kBLlcDidPnYLJqPH46+mnYD59ej/+KQi5b4lcCf/846JmbFc0GsXY2Bja2trQ1cXub+OycVSnZ7G0uICMxGNOqcEaV400Z4bM7f14VFBlWNUsatU4WtV1GHkZ+ionTC1uCNYa5HI5XL9+HdXV1fB43NhdVDY6jPi70y0QKQeWHANU2JFjSclkEP+nf4aS3vk4R4WKUDCIra0tnDp1GmYzu2lcfvIMxjIZBG7cQD6TgSpJsOZycGxuQidJ4FUVCsehJIpI1NQgbTKBE0UYLRb4Tp2Ct6MD+OBDqLsOa6hQMRoOY2NjA8MnTsBuYx8ZGT0eWF98gTZ+k0dqI13AP19fQq7IHphYWlrC1NTUjpVvVZFRWB5FdnkCccWAea4Ra3wtFO7eCy0VQK4og1NlNCGOHn4VNUIBpqYehGN5SIqK06dPQ9x1kMioE/A/O9MGh4lyYMnxQIUdObZKsVUk/vRHqNLONydJlnDzxg2oqoqTp07dfRS6Jkm4mc1guVCATpLQvrgE1+YmHJkMdPLeGZklQUDCYkGkpgYLba0oiiKa9XqcNFtQ/7M3oe39QYvweDyoq6tnvo6+vQ32S5f27VEwIQ8jlszjX64voSixBybm5mYxNzeP/v4+NNhNSE/9gEImhbDswjScAMfDpOPv6wYlX5J3JFpwUNGNGAb4FUgqh6qBJ2Gta97xORwH/M2JZnTUUW4yOT6osCPHWn5iAqn3P2DGc7kcbty4DpvNDrfXi1v5PAKZNGzxOHpmZ9EcW4VoMNz3ylmpWMRyfR2mOjuRqq6Gz2LFSZMJsUgEExMT6OnpRksLuz9IrKuF42//FrxG4gQhj8riZhZ/vrkMiUmZUDE5OYXEyiw6DWlsyEbcUNqRxk9bCziOg0kn4F5eQkVZQUmjgJQVBWY5jTP6ZdQbJNj6noLoaLh7/UxXDZ7uptxkcrxQYUeOvcw33yD7I9uIOB6P4/vxcWy0t6EIYGB8HD1z8+DvvGQE4b5OySqFAnC7kavCcZjqaMdYfz/MogjH9Ay6amvR09vDnMjlLRZU/f3fQbBatb4sIY/U9Foal0ciUHa9lUiJGOKhL7EsWXBd7YbKs70WeY6DUS/gl2o7WVE14sK2D0IVSyUIPA+9yONxfgYtYga2gbMQHQ1orzXjb040Uw4sOXbomQ459sxPPgl9RwcznrNaEensgC4ex7NffIm+2bmfijoAkOXtYu0eKMXi3aIOAHhVRd/sHJ778ktwa2tYbm+Dub2dKeo4nQ6ONy5RUUcOre56K865d542lTNxpCa+RVS141u5EwVJYQo/AFDU7aJtr9UFVVWRlzSKOgAlSQLPcRBFEQp4fK90YUmyIDXxDQylFM57XVTUkWOJCjty7HEcB9trr+6IHVsplfDhVhz10Rie+eZbmLe2NN+YIElQS2zrh59TJQnQ+BgVgHkrgae//gYNa2v4KLGFlZ9/HMfB/vprEOvZ/XaEHCbuJjte6N/+PVUVGempH7BW1OEHpQuiqAfHcZBKpbvZsZd8Tnz3f3kWV/43Z/CvXu4Gv0dpl5cU/PzSf/qfn8QP/9fncO1fnUWT3bDjoIQKHj8oXVgv6qAs3oCOp4dR5Hiiwo4Q7IwdW5ckfJzYQm0kgjM3b0LP8+A5DpJU0nz7UYtFqHscnlBlmTn9CtxecbhdxBkFAU/euInaSAQfJ7awfntlz/r885oriYQcRifbqvFUdy0Ky6MoZFK4obRDuf0WI+p04DgOpdvFXW+DBTzHocFmwN+dbsL/6eVuZmWuIClQfrZ377ynAYON2w2O//D9IlYzErPHVQGPANeB1fVNfP311wf8ExNyOFFhR8htQlUVzK+8gi9SSVg2NvDEzVvgVRUctt+YgNtvTBqfqxYKTJySqih7FnWSJEFVVYiiCA7bj2afuHkL5o0NfJFKQndiGCaf9wB+SkIOTpuxgGJ0EmHZtfOgBG6/hjgOJUnC9YUE/uXGyt1TrucG6yFyHAq3D0hIigpJ/un1pBc4/K+f6wAAbGWL+B++XgSvcTpcFHgURCtGZRe+/OY7RCKRg/thCTmkqLAj5Gd+WFhAsljEqRE/ROWnNxYOgCiKUFV1uyjb/YmqCjVfgHr7iqqqUPN5YNfjWxWALElQFAU6nQ78z1YcREXBaX8AyUIBIwp7ApCQw+6ra9cQlw2Y513MNQ6ATrf96PSjcBT/jw+m8JeR7SbhRp2ArjozJFlBviSjsOuwxO8fa4bLsX1Q6f/z1RzyEnt7xXMcDOL2W9oC78JaUYcvv7q2nz8eIRWBCjtCbltZWcEP165hcHoG9iK70nZ3o7aiQNF69Koo28XdHkUdACiyDFlRIIrijqLuDnsuh4GZWfxw7RqtNpCKEo/HMTk9ixk4odcJEAT295sDB50oAqoKqVTCtZnNu9faa8xQAeRLCuSfvXYcRhH/i6e2Gx0vxbP4l1sx9ptzgEH309uZynGYhROT0zOIx+P790MSUgHY8+eEHFNff/UVrOvr6F1eBq83bO/v2VXACTwPVRAgyTK423vvdlxvbYXl3DkYT56E2NwE3m6HWipBWomgEAoi9fnnUL//AZrhSTwPzmBA3/Iyll2NuPbVV/jd3/3dwf3AhOyjkZERZCQeq9x2FJ9RFJBXdzYVBrYPK+l0OpRKJUzFknfH22pMkBUVKlTICgAeEDgO/8uzbbAZt9+q/v3nc8zXAwCDKDCvxRhXi4y0BL/fj+eff36ff1pCDi8q7AjB9mrD7OQkTs4v3G1pwhkM2ytvux6LCoIAVVVRKpWgv70pnLfbUfWv/s8wv/ACkwzB6XTQ93RD39MN229+g9j/7n+P4s2bOyfAceCMRnAcB05V0T2/gFu1tYjH46iurgYhh5ksy7h+y485pQbKz/JYDToB+ZK84xAEsF3ciTodljazkBQFIs+jtca04+S5rKhorTHhb082AQACy0l8PLbOfG+dwEPUaGuicDzm5FpcvzmCZ5555m5OMyFHHRV2hGB7tUGXzaJl/ac3Do7jgDvF3c/ecO7styuVSihJEoztbXD+u38H0bndy0uOx5H7/HMUxsahZtLg7XaI/QOwvPA8eIsFpbGxnd/8Z0XdHa3r6whms7TaQCrC5uYmsrkc1ridqSkctvfP5Ysy0y6I5zgovIBoIo+WajPaqk3Y7b95vgP62/vm/p+fzjDXeZ67e13LOleFTG4Nm5ubqKe2QeSYoMKOHHuyLCNw4wbaFhYh7Fqd43ge0OuZ060cAJ0oQrJY0PDf/Xd3i7rkH/6Arf/w30PN57dbDYsiSrfblyT+7b+F5fx5qLnczq+l1zOrfIKioH1xEf7r12m1gRx6sVgMkqwizZmZa3eKu1xJxu6gI57nsRi/XdjV7CzsfE12vObejgf7dGIdt5aSO65zHAej+MuvixRngSSriMViVNiRY4MOT5Bjb3NzE/lMBq7NTc3rnCiC0+nYcY6D67/9b6Fr3V6l2PqP/xHxf/Nvt1f4cPsEbLEIqOr2hvFCAZk//3nn19DrwYna91euje15be4xL0IOi1gshgxnhMxpF1ocB5h0vGa28mJ8+0bHahBRY/7pdfZ/fLkLACDJCv5fn80yn2cQ+V/NmZU5ARnOiFhM48AFIUcUFXbk2IvFYlAlCVXp9J4fw+n1wK4CzHj2aZiePAMAyH7zDbb+w3+/47qiKNu96gRB8w0NOu2C8Q5HJgNVkuhNiRx60dgqNuRfzk3mOA5GHY/dwbB3CjsAaK8xQlVUvNhXi9NtVQCAt29FMb+5c5VbL/IQ7jEubFM2Irq6dk8fS8hRQI9iybEXi8VgzeV29K3TwhkMUBXl7mEK+3/9XwPYTpfY/Hf/HoqiQOB5gOO2mxOrKnidDrzWY1RBAK83/OL308kyrLkcYrEYvF5qVkx2uvNYU1XVPf935+bioP535+tvbm2hqAiQVOmXZgwV2286RUW92wtybiN79yM6a824Mb+F/8OL26t16YKE//e1+R1fReA56IR7X5MoQUQ+f2+ZzoQcBVTYkWNvLRqF4x4ed3IAYDRCzeXA19RAPzgIACiGQlAWFgCeh6Io4DgOiqqC14nae+N4Hpzxl1c37rBvxrEWjd7zz3Ivb/aP4o2fvv7BfP3DQlI5FOUG5KTcr38wABUcpNsPjGbXUnfH22tM+P3pJnTWWQAA/+nbRcSzP+UncxwHg+7+9psq4CDtEflHyFFEhR059gq5HEzSL600/OTOSVnjY4/dPfCQ++bb7ZOyej1KxSJUSYIqCICiQlF2RZBxHGRRBLJ3VinUHSHnzFt1LoupyUn863/9ryvuzf5BcRx3X//jef6+P+d+v/5Bfo9yzP+gv/4f/vGfMbeiwGq07vqPeefJK/vYVFJUFEoy1rMKJEWFyHPwtVThNyeaAQCrqQL+84/LOz7HqOM1vtIv46FCFOitjhwf9NtOjj1Flu/2rrsXnCBAbGy8+/9Ly0vb4wB0ZhNKigq+VALU7ZzZu29EHAdFp9t+XPvzr8f8Pz+LGeM42KxWnH7yyYp+47/Xj93+Z7rft27yqFktZui4xH39txN5DtAJKJRkRBJ5tFab7u6rA4D/+PUieI7bbouiqppNiO+FDhKMuwtOQo4wKuzIsccLApT7fMMQ6mrv/t9KMrW9MqE3gBdFCABUo5FpbswZjeDus20JL+pQXV2NZ5555r4+j5ByanQ2oHb2/g/5iDwHVeSxFM+h9Wd97KbWMng/vAqe42DSC3dX9B5EjZBHYwO1OiHHB52KJceewWRCaY+WI3tRSz89uhWqq8EZTTvalnAcB85kAm4XcpzBcN9FHQAURRH6e9yPR8ij4nQ6YVHzENT738umE3isJHYebvgPX8zt2JbwoEWdoMqwqHk4b/eZJOQ4oMKOHHv1jY1I1NTc1+dIKz/t/TGefZppMAxsP1Dljcbtlbr7LBzvSNZUo/5nj30JOYycTidEgYNVzf76B2tY2vrp0MX3c3H8uJDYl3nZ1AxEgaPCjhwrVNiRY8/pdCJtMqF0Hytq+R9+hFraPq1nfvFFGM+e3fNjhZoamJ579r7nVRIEpE0melMih15NTQ3MJhPq1fgDff7Pt7i+E9i/vo116hYsJhNq7vPGjZBKRnvsyLHndDrBiSISFgvqkslf/wQAyvo60n/5C2y/+x04QUDN//3/hsIPPyB//QbkzU1wOh3EpibovR4YfD5kP/kEuS++vK95JSwWcKJIhR059ARBwOkTQ9j46kfMqC1QuPtbM+iq+ymKbGbtwVb9duNVBR38Bk6ffIIi+cixQoUdOfZqampgtFgQqam558IOAJL/w38Eb7HAcv48OJ6H8cwZGM+c0fzY0tT0fc8rUrs9L1ptIJVgeHgY1779Hg2lDUS5+zus0H27b12uKGM5kd+X+TjVDVh0KoaGhvbl6xFSKaiwI8eeIAjwnTqFWxsbcC8sQPiVBIq7FAVb/+bfIvvBhzC//hr0bjeEujpwggAlkYAcj6M4Nob8d9+hcGvkvuYk8zzmW1tx6vRpWm0gFaG6uhq93Z1YG1tGTK2Deh8nzTtvr9jNbuzPah2nquhEDL3dXaiurt6Xr0lIpaDCjhBsrzb8cO0alurq0L66el+fWwyHUQyH93U+i3V1kMxmWm0gFeXZZ57B5Mz/D22FCOaFpnv6HJfDALN+++Zlej2zL/NoUyKoN5Tw7DN7730l5KiiwxOEYHu1obO3F1Ptbffd026/KRyH6fY2dPb10WoDqSgulwvPPPkEBoUILPd4QvbOY1hgf/bXWdQsBoUInn3qDFwu10N/PUIqDRV2hNx29tlnka6rw2Rz8yOdx0RzM9J1dThLTYlJBTp79iyaG+rgU2fB30Nfu86fHZyYXn+4wo5XZQyps2hx1uHpp59+qK9FSKWiR7GE3OZyufD42bP4IV+Aa3MT9uz+7Pe5HwmzGeN9vXjimWdotYFUJFEU8Zs3LiLxP/0Bhew0bqEH6i+ckv0fv1vC//jd0kN/X05VMKxOo9ms4M1LFyE+YO9IQiodrdgR8jNnz55FdUszrg8OQtJoOnyQJJ7HdfcgapqbabWBVLTGxkb8/ne/RachhxPq1D2t3D0MXpVxQp1CpyGH3//ut2ikpt7kGKPCjpCfEUURF998E9mmJnzncZdtv53CcfjO40bO1YQLb75Jqw2k4rW3t+Mffv87dJsLeEIdu+c9d/fLomZxRh1Dt7mAf/j979De3n4g34eQSsGp6s97fhNCAGB+fh5//MMfULOwgDOhMMR7bYHyACSex3ceNzbb2vC3//AP9MZEjpRoNIq/vHMFy6vrGJVdWOBd99UKZS+cqqJNiWBQiKDFWYc3L12klTpCQIUdIXuan5/H2//4TzCvrOD06OiB7LlLmM247h5EztWEt37/91TUkSNJkiRcu3YNX337PdaKOszCiRhXe98JFcB2ooRT3UAnYqjXl/DsU2fw9NNP0yo3IbdRYUfIL4hGo7jy178ivrSMgclJ9C4vg9+Hl4zCcZhobsZ4Xy9qmptx4c03abWBHHkrKyv46trXmJyeQUbiMKfUYp2rQoqzQOb2bsQtqDJsagZ16hY6+A1YRBW93V149pmzdMiIkF2osCPkV9xZbfjh2jVY19fRPb+A1vX1e0+o+BmZ57FYV4fp9jak6+rwxDPP0GoDOXbi8Tj8fj+u3xxBJpeDJKvIcEZsykaUIEIBBx4qdJBQI+RhUfMQBQ4WkwmnTw5jaGiIejwSsgcq7Ai5RysrK/j62jXMTkxAzGbRvrgI18YmHJkMdPLep/5KgoCExYJIbQ3mW1shmc3o7OvDWWppQo45WZaxubmJWCyGWCyG6Ooa8vkCJFmGKAgwGg1obKiH0+mE0+lETU0NRewR8iuosCPkPt1ZbfBfv458JgNVkmDN5WDfjEMvSeBVBQrHoyiKSNZUI20ygRNFGC0WDJ0+TasNhBBCDgwVdoQ8oN2rDWvRKIr5PGRJgiCK0BuNqG9spNUGQgghZUOFHSGEEELIEUENigkhhBBCjggq7AghhBBCjggq7AghhBBCjggq7AghhBBCjggq7AghhBBCjggq7AghhBBCjggq7AghhBBCjggq7AghhBBCjggq7AghhBBCjggq7AghhBBCjggq7AghhBBCjggq7AghhBBCjggq7AghhBBCjggq7AghhBBCjggq7AghhBBCjggq7AghhBBCjggq7AghhBBCjggq7AghhBBCjggq7AghhBBCjggq7AghhBBCjggq7AghhBBCjggq7AghhBBCjggq7AghhBBCjggq7AghhBBCjggq7AghhBBCjggq7AghhBBCjggq7AghhBBCjoj/P2ezy3sqblo8AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nx.draw_networkx_nodes(G, pos, nodelist=[0, 1, 2, 3], node_color=\"tab:red\", **options)\n",
    "nx.draw_networkx_nodes(G, pos, nodelist=[4, 5, 6, 7], node_color=\"tab:blue\", **options)\n",
    "\n",
    "# edges\n",
    "nx.draw_networkx_edges(G, pos, width=1.0, alpha=0.5)\n",
    "nx.draw_networkx_edges(\n",
    "    G,\n",
    "    pos,\n",
    "    edgelist=[(0, 1), (1, 2), (2, 3), (3, 0)],\n",
    "    width=8,\n",
    "    alpha=0.5,\n",
    "    edge_color=\"tab:red\",\n",
    ")\n",
    "nx.draw_networkx_edges(\n",
    "    G,\n",
    "    pos,\n",
    "    edgelist=[(4, 5), (5, 6), (6, 7), (7, 4)],\n",
    "    width=8,\n",
    "    alpha=0.5,\n",
    "    edge_color=\"tab:blue\",\n",
    ")\n",
    "\n",
    "\n",
    "# some math labels\n",
    "labels = {}\n",
    "labels[0] = r\"$a$\"\n",
    "labels[1] = r\"$b$\"\n",
    "labels[2] = r\"$c$\"\n",
    "labels[3] = r\"$d$\"\n",
    "labels[4] = r\"$\\alpha$\"\n",
    "labels[5] = r\"$\\beta$\"\n",
    "labels[6] = r\"$\\gamma$\"\n",
    "labels[7] = r\"$\\delta$\"\n",
    "nx.draw_networkx_labels(G, pos, labels, font_size=22, font_color=\"whitesmoke\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.axis(\"off\")\n",
    "plt.savefig('节点标签.svg')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89fa9adf-2b48-4e48-81b2-1a12867810ef",
   "metadata": {},
   "source": [
    "参考： \n",
    "https://networkx.org/documentation/stable/auto_examples/drawing/plot_labels_and_colors.html"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
